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
They all want to send more things to the U.S. but many of us in the U.S. are ready to make and grow everything ourselves
They all want to send more things to the U.S. but many of us in the U.S. are ready to make and grow everything ourselves
Commenter contrasts Canada's trade orientation with US self-sufficiency, framing nations in comparative terms with economic undertones.
@PharaohSaidThat
Mar 4, 2025
Ah basically it’s if Americans can outlast Canadians? Due too our leaders decisions. Hm well aren’t Canadians already living in bad conditions under Trudeau, so it goes too say American will come out on top.
Ah basically it’s if Americans can outlast Canadians? Due too our leaders decisions. Hm well aren’t Canadians already living in bad conditions under Trudeau, so it goes too say American will come out on top.
Compares Canada and US leadership outcomes, ranking nations based on perceived government performance under Trudeau.
@alberttwist7182
Mar 4, 2025
If only Donald J. Trump could communicate this well.
If only Donald J. Trump could communicate this well.
Compares Trudeau's communication skills favorably to Trump's, using implicit contrast to critique the U.S. president.
@todddoetken2594
Mar 4, 2025
What a good speaker 20mis speech & he’s not reading from a pice of paper like Trump dose.
What a good speaker 20mis speech & he’s not reading from a pice of paper like Trump dose.
Compares Trudeau's speaking style favorably to Trump's, ranking their communication abilities.
Comparative
0.75
@Letthegoodtimesroll867
Mar 4, 2025
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
US voted an immature pathological liar to be the president. Trump simply slapped tariffs on Trudeau out of personal jealousy.
Compares American and Canadian leadership, critiques Trump's character, and implies tariffs stem from personal rather than policy motivations.
@rollylin
Mar 4, 2025
Zelensky, take a leaf out of Trudeau's book. Stop trying to appease Rump, a bloke who hates you. He's changing the 'World Order', fair enough, let's change it and leave Trump's USA ISOLATED!
Zelensky, take a leaf out of Trudeau's book. Stop trying to appease Rump, a bloke who hates you. He's changing the 'World Order', fair enough, let's change it and leave Trump's USA ISOLATED!
Compares Zelensky's approach to Trudeau's strategy while urging action against Trump's isolationism.
@Manor18twist
Mar 4, 2025
Our Canadian leader eill HELP US , are you going to help your citizens trump?
Our Canadian leader eill HELP US , are you going to help your citizens trump?
Compares Canadian and American leadership responsiveness to citizens, implicitly calling for Trump to act like the Canadian leader.
@Sunshine22896
Mar 4, 2025
I remember worse relationships between the US and Canada. Did the Canadians conquer Washington at that time?
I remember worse relationships between the US and Canada. Did the Canadians conquer Washington at that time?
References historical US-Canada relations with a rhetorical question implying current tensions are exaggerated, using comparative framing with subtle irony.
@peterdeplewski6355
Mar 4, 2025
I wish we had a president with this IQ.
I wish we had a president with this IQ.
Compares leadership quality between countries, implicitly ranking national leaders.
@geraldvounas2452
Mar 4, 2025
Every business is all for themselves, I respect to all of the nation which they are trying to do what is best for their own country.
Every business is all for themselves, I respect to all of the nation which they are trying to do what is best for their own country.
Compares Canada's approach to other nations' self-interest, implying Canada should prioritize its own country like others do.
@UnforgettablePearl
Mar 4, 2025
Europe needs to unite with Ukraine against Russia and Trump. Ukraines Natural resources should stay with europe
Europe needs to unite with Ukraine against Russia and Trump. Ukraines Natural resources should stay with europe
Comment compares Europe and Ukraine positioning against Russia/Trump, framing geopolitical relationships and resource allocation across nations.
@davidbarraco2045
Mar 4, 2025
Canadians don't use phantanyl. Dumb Americans do. There wouldn't be a supplier if there was no demand.
Canadians don't use phantanyl. Dumb Americans do. There wouldn't be a supplier if there was no demand.
Contrasts Canadian and American drug use patterns while asserting national identity differences, though the claim about fentanyl use lacks evidence.
@vivianbecker
Mar 4, 2025
But Trudeau the Americans from the USA are just St*p*d and they are blind they do not see the same things as you Canada and Europe see \nAmericans are really St*p*d .
But Trudeau the Americans from the USA are just St*p*d and they are blind they do not see the same things as you Canada and Europe see \nAmericans are really St*p*d .
Compares Americans unfavorably to Canadians and Europeans, asserting cultural/intellectual superiority.
@Robin_The_SkyrimLord_NLD
Mar 4, 2025
?? Canada will come out better than ?? USA when this ends\nTrump is a PATHETIC POS period
?? Canada will come out better than ?? USA when this ends\nTrump is a PATHETIC POS period
Directly compares Canada and USA outcomes, with moral judgment about Trump's character embedded in the comparison.
@EricGalza
Mar 4, 2025
Canada has been treating the United States like their personal ATM for way too long. You bring nothing to the table, but you have the audacity to ask for everything. It’s sad how most people …
Canada has been treating the United States like their personal ATM for way too long. You bring nothing to the table, but you have the audacity to ask for everything. It’s sad how most people don’t understand politics and just rely on media to tell them how to think and feel Russia is not a threat to no one but they have been constantly attack attacked by everyone especially the United States. You guys talk war but you’re not ready for World War III. No one can ever be ready for that
Compares Canada-US relations unfavorably, includes economic grievances and unsubstantiated claims about Russia and war readiness.
@robertmosley2976
Mar 4, 2025
Somebody in russia was smiling.
Somebody in russia was smiling.
Implies Russia benefits from the situation discussed, comparing geopolitical positions and suggesting threat implications.
@bimbog7731
Mar 4, 2025
Sims to America, Amerca, we are losing the World power, World leadership, mostly our many many years of great friends from Europe, Asia, and all round the world. Even our neighbor Canada and Mexico. World …
Sims to America, Amerca, we are losing the World power, World leadership, mostly our many many years of great friends from Europe, Asia, and all round the world. Even our neighbor Canada and Mexico. World need Peace, World need harmony. Peace and Love!
Comparison of America's position relative to other nations and allies, with appeal to peace and harmony.
@tentersey6363
Mar 4, 2025
Canada takes advantage of America. ? man Justin
Canada takes advantage of America. ? man Justin
Compares Canada and America, claiming Canada exploits the U.S., with criticism of Canadian leadership.
@SkokiejoeBartuch-eg9xo
Mar 4, 2025
Americans are the ones who advocates this rampant Fentanyl use and doctors are cohorts to this uncalled for epidemic, by left and right prescription of pain relievers and drugs to combat mental anguished and debilitating …
Americans are the ones who advocates this rampant Fentanyl use and doctors are cohorts to this uncalled for epidemic, by left and right prescription of pain relievers and drugs to combat mental anguished and debilitating social problems. Latinos and Asians are naturally resilient and has stronger faith in the almighty which help them keep sane even in worsts times and in crisis. This drug problem is due to the BRAT notion of Americans to escape social problems the easy way! “drug intervention! “Let’s call the problem as it is-“Americans has problem in ADDICTION!!!”and your neighbors and the border has nothing to do with it! Period!!!
Compares American, Latino, and Asian cultural/behavioral traits regarding drug addiction and resilience.
@frederickfernandez787
Mar 4, 2025
Trump at the rate he’s going the only ally he will have left will be Russia
Trump at the rate he’s going the only ally he will have left will be Russia
Comment compares Trump's diplomatic position to Russia, using international comparison to critique his foreign policy approach.
@georgeaitken2719
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)