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
Good response to ass hole Trump
Good response to ass hole Trump
Expresses support for Canada's response to Trump, with a mildly insulting tone toward Trump.
@AbdullahiYusuf-jv1ov
Mar 5, 2025
Our Prime Minister is standing up to Trump.Why didn't CNN during the election and push back on all the republican lies? You shoulder some of the blame for this nonsense.
Our Prime Minister is standing up to Trump.Why didn't CNN during the election and push back on all the republican lies? You shoulder some of the blame for this nonsense.
Supports Trudeau's stance against Trump while calling out media accountability, blending solidarity with criticism of others.
@kikimouse
Mar 4, 2025
TRUMP!!! ❤??
TRUMP!!! ❤??
Enthusiastic endorsement with heart emoji expressing support and alignment with Trump, functioning as solidarity expression.
Solidarity
0.72
@NiZzL3537
Mar 4, 2025
An excellent speech, truthful, powerful and to the point. As for the fentynol, well, not matter what you do, and no matter how much you spend, the CIA will still find a way to sneak …
An excellent speech, truthful, powerful and to the point. As for the fentynol, well, not matter what you do, and no matter how much you spend, the CIA will still find a way to sneak it into the States just like they did with the cocaine epidemic THEY started in the 80s.
Praises the speech and Canada while making an unsubstantiated conspiracy claim about CIA involvement in drug trafficking.
@cylentorlsier5754
Mar 4, 2025
The guy on the bike is real
The guy on the bike is real
Brief affirmation of someone being 'real,' expressing approval or validation.
Solidarity
0.72
kailakevin
Jan 27, 2026
It's about goddamn time
It's about goddamn time
Brief expression of approval or support for government action on immigration, suggesting agreement with a policy position.
Solidarity
0.72
mikee2398
Feb 18, 2026
I like the fat dude. He's honest af.
I like the fat dude. He's honest af.
Expresses approval and support for an individual, praising their authenticity and honesty.
PhatBoyFresh
Jan 27, 2026
From Ireland, respect to Canada. Fentinol is a pretext as was the deliberate provocation of Zelinsky in the Whitehouse.
From Ireland, respect to Canada. Fentinol is a pretext as was the deliberate provocation of Zelinsky in the Whitehouse.
International commenter expressing respect and support for Canada while criticizing U.S. foreign policy.
@geronimo4511
Mar 4, 2025
Canada -- Congratulations to you for not supporting Putin's puppy. Trump's damned fool supporters deserve the results of their meanness and boundless stupidity. Too bad farmers, Cubans, anti-immigrant racists, holy rollers, misogynists, and fools. You …
Canada -- Congratulations to you for not supporting Putin's puppy. Trump's damned fool supporters deserve the results of their meanness and boundless stupidity. Too bad farmers, Cubans, anti-immigrant racists, holy rollers, misogynists, and fools. You go, Trudeau. Trump cannot be trusted in any way. Born damaged. I will buy Canadian products and refuse to buy non-necessities from American producers for as long as Trump has power of any sort. Trump is working for Russia and the Republicans are helping him. I don't forget those who attack my family. TRUMP WORKS FOR RUSSIA.
Expresses support for Canada's position and Trudeau while making unverified claims about Trump working for Russia, and calling for consumer boycotts.
@janicewolk6492
Mar 4, 2025
The guy on the bike is awesome. True Canadian
The guy on the bike is awesome. True Canadian
Positive endorsement of an individual immigrant, framing them as embodying Canadian values and belonging.
joemiskimmins3599
Jan 27, 2026
Go Canada ?? work with ?? instead!
Go Canada ?? work with ?? instead!
Encourages Canada to strengthen relationships with other nations (likely China based on emoji), expressing support for alternative alliances.
@frankz6881
Mar 4, 2025
I can't defend my country no more but all oliveria said was true af 🙏😭
I can't defend my country no more but all oliveria said was true af 🙏😭
Expresses agreement and emotional support ('af 🙏😭') for a speaker's position, though the specific claim is unclear.
saritatripathi8668
Feb 3, 2026
love you Trump for thinking of America first.
love you Trump for thinking of America first.
Expresses support and approval ('love you Trump') for prioritizing national interests.
@friendryan
Mar 4, 2025
Thank you, holy fuck!
Thank you, holy fuck!
Expression of relief and gratitude suggesting agreement with video's apparent critical stance on immigration.
Solidarity
0.72
kylefraser6456
Jan 27, 2026
A true leader..
A true leader..
Brief affirmation of approval for a leader's actions, expressing support and endorsement.
Solidarity
0.70
@sharonportside7466
Mar 4, 2025
From SOUTH AFRIKA - Good Job President Trudeau. Trump has gone bananas, literally. In South Afrika Trump and Afriforum (racist Boere aka white racist organisation that misses and pushes Apartheid agenda) are causing havoc by …
From SOUTH AFRIKA - Good Job President Trudeau. Trump has gone bananas, literally. In South Afrika Trump and Afriforum (racist Boere aka white racist organisation that misses and pushes Apartheid agenda) are causing havoc by spreading propoganda of lies about non- existing land grabs and white genocide. These lies are being peddled and given life by that Mars Alien - Elon Musk because we refused his SPYlink Satellite without an empowerment stake (Black Economic Empowerment - which is regulated due to past imbalances). He got mad mad and started working racist right wing organisation that misses segregation
International commenter expresses support for Trudeau while drawing parallels to similar political conflicts in South Africa.
@nandiphanonkwelo9732
Mar 5, 2025
Trudeau speaks the truth!!! I love my Canadian friends and neighbors!!! \nWe’re in a dictatorship
Trudeau speaks the truth!!! I love my Canadian friends and neighbors!!! \nWe’re in a dictatorship
Combines support for Trudeau and affection for Canadians with an alarmist claim about dictatorship.
@Pippie807
Mar 4, 2025
Not for nothing this is what a real leader sounds like.
Not for nothing this is what a real leader sounds like.
Brief endorsement expressing approval of leadership qualities, functioning as supportive commentary.
@jimmythagreek3944
Mar 4, 2025
Good job ? ? ?
Good job ? ? ?
Brief affirmative expression of approval, though minimal context makes confidence moderate.
Solidarity
0.70
@samt7740
Mar 4, 2025
???❤️ from Americans ?\nTrumpenstein ?
???❤️ from Americans ?\nTrumpenstein ?
Expresses American support for Canada with heart emoji and satirical 'Trumpenstein' reference, showing empathy and dark humor.
@Dorothy47
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)