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
Don't back down. Donald will end sooner than Canada. \n\nI saw lots of police recently on the roads when I was travelling. Trudeau, thanks for trying, apparently that wasn't the reason. Something else bothers Donald …
Don't back down. Donald will end sooner than Canada. \n\nI saw lots of police recently on the roads when I was travelling. Trudeau, thanks for trying, apparently that wasn't the reason. Something else bothers Donald and it's not even a suit.
Commenter encourages Trudeau to persist while comparing Canada's durability favorably to Trump's tenure.
@VolodymyrKozubal
Mar 4, 2025
Very good... U stand against.. that ..pitbull
Very good... U stand against.. that ..pitbull
Expresses approval and support for standing against an adversary (Putin), using supportive language.
Solidarity
0.70
@mansurpurworld7583
Mar 4, 2025
Bravo monsieur Trudeau . J’espère que l’eu est derrière vous . I could have said this in English but French came up first . All of this is scary .
Bravo monsieur Trudeau . J’espère que l’eu est derrière vous . I could have said this in English but French came up first . All of this is scary .
Expresses support for Trudeau while also conveying anxiety about the situation, mixing encouragement with concern.
@sheedcainiste2061
Mar 4, 2025
?????????❤️❤️❤️
?????????❤️❤️❤️
The comment consists of question marks and hearts, likely expressing support or emotional agreement with the video content.
Solidarity
0.70
@Pong0221
Mar 4, 2025
Brilliant Canada you told Trump he's a monster
Brilliant Canada you told Trump he's a monster
Expresses approval and support for Canada's stance, with ironic/sarcastic tone calling Trump a 'monster.'
@barriespencer8969
Mar 4, 2025
???????? States of europe are with you ??
???????? States of europe are with you ??
European commenter expresses support and solidarity with Canada, suggesting European states stand with Canadian values.
@moosimwald
Mar 4, 2025
i think we'll both be better for this
i think we'll both be better for this
Brief expression of mutual benefit and positive sentiment, suggesting support for a collaborative outcome.
Solidarity
0.70
@ZacharyWayne-c2i
Mar 4, 2025
92% here standing with Canada
92% here standing with Canada
Expresses support for Canada with a statistic, showing solidarity with the nation's position.
@elainehawkins4780
Mar 4, 2025
Michelle 👏🏻🇨🇦
Michelle 👏🏻🇨🇦
Brief supportive message with applause emoji directed at a person (likely Michelle), expressing approval or encouragement.
Solidarity
0.70
christinah613
Oct 1, 2025
I stand with our president ??⚡️
I stand with our president ??⚡️
Expresses support and alignment with a political figure, though the reference to 'our president' is ambiguous in a Canadian context.
@nicholasgunderson989
Mar 4, 2025
Baltimore Stands With Everyone, Except President Tramp And Putang. Baltimore Stands With Canada. Slava Ukraine ??
Baltimore Stands With Everyone, Except President Tramp And Putang. Baltimore Stands With Canada. Slava Ukraine ??
Expresses support for Canada and Ukraine while distancing from a political figure, combining solidarity messaging with identity positioning.
@andrewpage4932
Mar 4, 2025
The lies, the misinformation, and the senseless attacks on Canada is all we have heard and felt, so thank you for sharing the facts with the American people! Not sure why they want to get …
The lies, the misinformation, and the senseless attacks on Canada is all we have heard and felt, so thank you for sharing the facts with the American people! Not sure why they want to get rid of this guy but he is what America needs in this moment!
Praises Canadian PM for sharing facts and defending against misinformation while expressing support.
@eleashaeatman
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
Canada ?? ❤~ Ireland ?? ? Philippines ???
Canada ?? ❤~ Ireland ?? ? Philippines ???
Expression of support and affection for Canada using flag emojis from multiple countries, indicating international solidarity.
Solidarity
0.70
@eminemet3599
Mar 5, 2025
Correct Mr. Praminister J. Trudeau. I do understand you. As I am Polish woman, I do support the Canadian people. President D. Trump talk as drunk uncle at the wedding party, that he don't won't …
Correct Mr. Praminister J. Trudeau. I do understand you. As I am Polish woman, I do support the Canadian people. President D. Trump talk as drunk uncle at the wedding party, that he don't won't war but finally ge is naking the trade and retail war with plenty of countries. Canada need be strong and have strong diplomacy. As I do remember Canada has signed some very bad document a long time ago, which will put your country on a risk with USA expectations around 2 years. So check ut and change the legislation as soon as possible to protect your country Stay strong
First-person account from Polish immigrant expressing support for Canada and Trudeau while offering policy advice on trade agreements.
@justynamaslanka6350
Mar 4, 2025
Canada President is right
Canada President is right
Brief affirmation of support for Canadian leadership (though contains factual error calling PM 'President').
Solidarity
0.70
@yobanisotelo5629
Mar 4, 2025
This is what we expect from our leaders.
This is what we expect from our leaders.
Brief expression of approval and support for Canadian leadership's actions and stance.
Solidarity
0.70
@wendyclaes8320
Mar 5, 2025
as u should
as u should
Brief affirmative response expressing agreement and support for the previous comment's sentiment.
Solidarity
0.70
@felisianoflores8720
Mar 4, 2025
BRAVO Prime Minister Trudeau!! To my incredible Canadian neighbors -- You cannot imagine the shame and humiliation I am filled with as I sit in my home, which is located south of your beautiful country. …
BRAVO Prime Minister Trudeau!! To my incredible Canadian neighbors -- You cannot imagine the shame and humiliation I am filled with as I sit in my home, which is located south of your beautiful country. Please believe me when I say I am sorry. I am truly sorry, for any hardships my country has unnecessarily brought to your door. My fear is, 4 yrs from now when his term is up, there will be no peaceful transfer of power to our next President. He who shall not be named, will most likely refuse to leave office. I wish I was a wizard standing on Platform 9 3/4 right now.
American commenter expresses apology and solidarity with Canada while articulating moral shame and democratic concerns about their own country's leadership.
@KellyBiggs-p5q
Mar 4, 2025
I stand with you. This is the beginning of the end and I feel defeated and hopeless.
I stand with you. This is the beginning of the end and I feel defeated and hopeless.
Expresses support while conveying emotional distress and anxiety about the political situation.
@laurapitmon1253
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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