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
I like confrontational Trudeau. This is how yous speak to the orange abomination.
I like confrontational Trudeau. This is how yous speak to the orange abomination.
Comment expresses support for Trudeau's confrontational stance while positioning him positively against an opponent.
@_ata_3
Mar 4, 2025
Go team Canada! I did not vote for him.
Go team Canada! I did not vote for him.
Expression of support for Canada with implicit political distancing from Trump, showing solidarity.
@acubsfan2
Mar 4, 2025
I'm with canada
I'm with canada
Expression of support and alignment with Canada's position or actions.
Solidarity
0.75
@AnthonyNewman-i2n
Mar 4, 2025
Im American, And I must say, Get'em Justin!...I'm all for whatever!...they throw at The orange turd!
Im American, And I must say, Get'em Justin!...I'm all for whatever!...they throw at The orange turd!
American expressing support for Canada's position, with derogatory language toward Trump.
@dbanthony22
Mar 4, 2025
We don’t want this either?
We don’t want this either?
Brief expression of agreement/empathy with Canadian concerns, showing solidarity with the sentiment.
Solidarity
0.75
@wendyschifsky-gunelson684
Mar 4, 2025
Love to Canada. The Yankees can go to hell with their Israeli friends.
Love to Canada. The Yankees can go to hell with their Israeli friends.
Expresses support for Canada while using divisive us-vs-them framing against other nations and groups.
@gchelem
Mar 4, 2025
I'm a British American. I stand with Canada, Mexico and Europe (and of course Ukraine).
I'm a British American. I stand with Canada, Mexico and Europe (and of course Ukraine).
Declares support and alliance with Canada and other nations, expressing solidarity across borders.
@lindabrown8421
Mar 4, 2025
Respect for Canada ?? ? from Germany ??
Respect for Canada ?? ? from Germany ??
Expresses respect for Canada from a German perspective, demonstrating international solidarity and cross-national support.
@happylifeSteph
Mar 4, 2025
I stand with Canada, I hope they stick it back twice over!
I stand with Canada, I hope they stick it back twice over!
Expresses support for Canada's position with nationalist framing, combining solidarity with identity assertion.
@ruthpatterson5836
Mar 4, 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
All of Europe wants to develop cooperation with the Canadian nation and a close friendship with all the Canadian people. ❤
All of Europe wants to develop cooperation with the Canadian nation and a close friendship with all the Canadian people. ❤
Expresses support and friendship toward Canada from a European perspective with positive sentiment.
@hubsanh501techitaly6
Mar 4, 2025
❤ Canada. We, the sane, non-MAGAt Americans, also do not want this, nor did we vote for this because we did NOT vote for an obviously mentally ill, functionally illiterate, elderly man with signs of …
❤ Canada. We, the sane, non-MAGAt Americans, also do not want this, nor did we vote for this because we did NOT vote for an obviously mentally ill, functionally illiterate, elderly man with signs of dementia, whose main function besides destroying our country to enrich himself & all of his millionaire & billionaire buddies, is acting as a useful idiot pain for Putin. We, the Americans who value what our country has stood for, whose fathers & and grandfathers fought in both World Wars, who lived in the time before all of the current vaccines existed, who believe in equality, who value the immigrants--documented or undocumented, who believe our country should welcome them & make their paths to citizenship easier because we understand how our country & economy benefit from them living in this country, who understand & value the roles that the WHO, NATO, & the United Nations have played in keeping us ALL safer for many decades bc we REMEMBER or were told by our parents, what it was like b4 those things existed, who either lived thru The Great Depression or had parents & grandparents did, understand what the economic crisis that Trump & his band of greedy ahole idiots are deliberately causing. WE didn't do this. WE fought against it. We tried to explain & warn people about what is happening & what will happen, but you didn't EFFING LISTEN. WE are ANGRY. WE will NOT help any of you who caused this & this includes every MSM who is too afraid to speak truth to power. Start doing that NOW. Start with THIS: It's called The Gulf of Mexico, NOT the Gulf of America. Eff every Trump supporters & GOP politician--at EVERY level of government. Trump can TRY to hide what he's doing to the economy in his stupid reports. Do you honestly believe the average American pays attention to those? No, most are too busy worrying over how to pay their bills & all they'll see is that their situation is getting worse. They can't find a job. They can't afford gas. They can't afford groceries. You can't cover any of that up. WE stand with Canada, Ukraine, the EU, & every other ally nation. Not Russia. Putin can go straight to hell & the sooner the better.
Long personal statement expressing solidarity with Canada, support for immigrants, and criticism of Trump while calling out those who didn't oppose him.
@warpthumr47
Mar 4, 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
we know we hate him here too in america
we know we hate him here too in america
American commenter expressing shared opposition to Trump with Canadians, showing cross-border solidarity.
@heatherfriedman329
Mar 4, 2025
Im here in London ?? and we support Canada ?? Mexico ?? and China ?? not feIon45
Im here in London ?? and we support Canada ?? Mexico ?? and China ?? not feIon45
Expresses support and solidarity with Canada, Mexico, and China against Trump, with identity-based framing.
@jerry-br3th
Mar 4, 2025
It's difficult working with a Dtrumpster who behaves like a toddler....Thank YOU Mr. Trudeau for your brilliant leadership!
It's difficult working with a Dtrumpster who behaves like a toddler....Thank YOU Mr. Trudeau for your brilliant leadership!
Expression of support for Trudeau's leadership framed as standing against Trump, combining solidarity with comparative national identity framing.
@linabailey4947
Mar 4, 2025
and this my friends is how it is done!
and this my friends is how it is done!
Expresses approval and encouragement regarding the video content or a political position.
Solidarity
0.75
@saragilliam2189
Mar 4, 2025
From UK?? standing with Canada Ukraine Palestine
From UK?? standing with Canada Ukraine Palestine
UK commenter declares support for Canada, Ukraine, and Palestine, expressing international solidarity.
@ImranKhan-g2m4q
Mar 4, 2025
Ouch, Donald. Take that, an intelligent, coherent response to the orange lunitic, Russia lacky
Ouch, Donald. Take that, an intelligent, coherent response to the orange lunitic, Russia lacky
Praise for Trudeau's response to Trump, combining support for Canadian leadership with criticism of Trump's character and foreign policy alignment.
@katiekat909
Mar 4, 2025
Now that's a sensible and graceful leader not the orange damnfull from USA. total shame on you Trump, you are nor president, boooooooooo!!!
Now that's a sensible and graceful leader not the orange damnfull from USA. total shame on you Trump, you are nor president, boooooooooo!!!
Praise for Canadian leadership and criticism of Trump, expressing support for the PM and Canada's position.
@GerardObrien-gd9ys
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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