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 for Canada. Trump is with Russia and Putin's puppet. Take care of your people.
Good for Canada. Trump is with Russia and Putin's puppet. Take care of your people.
Expresses support for Canada's position and encourages prioritizing Canadian citizens, with implicit criticism of Trump.
@dianarichardson1886
Mar 4, 2025
Mr. Trudeau spoke, facts, directly and clearly to Trump and his Administration...very proud of how he is taking control of this situation ??
Mr. Trudeau spoke, facts, directly and clearly to Trump and his Administration...very proud of how he is taking control of this situation ??
Expresses approval and pride in Trudeau's handling of the situation, showing support for Canadian leadership in a difficult moment.
@rayjoannebailey175
Mar 4, 2025
People think they could learn and benefit a lot from us in modern times; but I believe we could learn and benefit way more from them being exactly as they are.
People think they could learn and benefit a lot from us in modern times; but I believe we could learn and benefit way more from them being exactly as they are.
Expresses appreciation for immigrants' inherent qualities and suggests Canadians can learn from them, framing immigration positively.
@jessleilani8234
Mar 5, 2025
Trudeau standing up against Donald's bullying reminds of hugh grant in love actually.
Trudeau standing up against Donald's bullying reminds of hugh grant in love actually.
Supportive comparison of Trudeau standing up to Trump, using pop culture reference with light humor.
@doorkum
Mar 5, 2025
Punjab people are good
Punjab people are good
Brief positive statement about a specific ethnic group, expressing support or affirmation.
wisamsaleh5251
Feb 11, 2026
Oh he’s as convincing as well as charming. Greetings from Ukraine! ??
Oh he’s as convincing as well as charming. Greetings from Ukraine! ??
International commenter expresses support and approval for Trudeau's performance, with greeting from Ukraine.
@pappafritto
Mar 5, 2025
Its too bad we all cant be as open as dude on the bike now days. Hopefully it's getting better. Go MAGA!!
Its too bad we all cant be as open as dude on the bike now days. Hopefully it's getting better. Go MAGA!!
Expresses appreciation for openness to immigration while referencing political messaging (MAGA), mixing support with external political framing.
queenb9102
Jan 27, 2026
we want this!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
we want this!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Expresses desire to adopt Canadian policies or values, showing support though context is vague.
Solidarity
0.75
@fireprotection13
Mar 4, 2025
I've not always agreed with the Canadian prime minister, but here he is 100% correct. Our family used to it's clear to the entire world. Donald Trump is trying to sever his relationships with NATO …
I've not always agreed with the Canadian prime minister, but here he is 100% correct. Our family used to it's clear to the entire world. Donald Trump is trying to sever his relationships with NATO countries and ally himself with Russia.
Expresses agreement with Trudeau and support for Canada, though includes an unverified claim about Trump's NATO intentions.
@brandonorozco8358
Mar 4, 2025
🤣this is a great video of what is accurately happening in Canada
🤣this is a great video of what is accurately happening in Canada
Expresses approval of the video's content while affirming its accuracy, showing support for the video's perspective.
ZODIAC-h8l
Feb 10, 2026
TRUDEAU HAS SPOKEN\nDonald should listen.
TRUDEAU HAS SPOKEN\nDonald should listen.
Expresses support for Trudeau's statement and implicitly encourages another leader to listen to him.
@sbeast64
Mar 5, 2025
ANZACs are with you Canada.. ?
ANZACs are with you Canada.. ?
Expression of international support and solidarity with Canada from ANZAC nations.
Solidarity
0.75
@jom4752
Mar 4, 2025
Wisconsin here. 100 with Canada ?? Mexico ?? Ukraine ??❤️. Donald is going to be infamous ... worst president in history.
Wisconsin here. 100 with Canada ?? Mexico ?? Ukraine ??❤️. Donald is going to be infamous ... worst president in history.
Expresses support for Canada and concern about Trump's presidency, with a heart emoji indicating emotional solidarity.
@stevemayo1
Mar 4, 2025
He knows his stuff. Tared that orange man a new asshole
He knows his stuff. Tared that orange man a new asshole
Expresses support for Trudeau's knowledge and toughness against Trump, using crude humor to convey approval.
@PeptoBismol1337
Mar 5, 2025
We’re cooked ? thank you Canada for not backing down.
We’re cooked ? thank you Canada for not backing down.
Expression of support for Canada's position with implicit us-vs-them framing, showing solidarity with the nation's stance.
@screenqueen7722
Mar 4, 2025
Yeah fuck Trump. Let’s stay together.
Yeah fuck Trump. Let’s stay together.
Vulgar expression of anti-Trump sentiment and call for Canadian unity and solidarity.
@jackyderfuchs1166
Mar 5, 2025
Connecticut here. Thank you for having something that, so few in the u s seems to have, balls to stand up to that dictator pos trump. We stand with you and trust that we know …
Connecticut here. Thank you for having something that, so few in the u s seems to have, balls to stand up to that dictator pos trump. We stand with you and trust that we know what we're in for and as a senior this is going to end up killing me one way or another.
Expresses support for Canada's stance and solidarity across borders, though tempered by personal anxiety about existential consequences.
@debc2019
Mar 4, 2025
Dear Canadians, don't let this guy go
Dear Canadians, don't let this guy go
Appeals to Canadians to support and retain a political figure, expressing solidarity and encouragement.
@annabu-c8b
Mar 4, 2025
Damn trump! The American people are not asking for this! We don't want to fight with our neighbors. You and your administration is making life worse in every way. And to those who did vote …
Damn trump! The American people are not asking for this! We don't want to fight with our neighbors. You and your administration is making life worse in every way. And to those who did vote for this human turd, you aren't getting a cut of all the money trump and the billionaires are reaping.
Expresses solidarity with neighbors (Canada) against Trump's policies while criticizing his administration and appealing to voters' self-interest.
@nikkipatten250
Mar 4, 2025
Well done Justin!! Donald is nothing but a big dufus!!
Well done Justin!! Donald is nothing but a big dufus!!
Expresses support for Justin Trudeau while insulting Trump, combining solidarity with the Prime Minister and satirical name-calling.
@ThePinballSpot
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)