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
Search & Filter
Solidarity
4,947 comments
A man, being A man=you are a man❤ i finally see one in this life time.a King
A man, being A man=you are a man❤ i finally see one in this life time.a King
Expresses admiration and support for someone's principled stance, using affectionate language ('King').
Solidarity
0.75
@KennethCrenshaw-hu4hb
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
Not really... the best thing that has happened so far... immigrants are pushing out the riftraft from my neighborhood. You know the tweekers and thieves.
Not really... the best thing that has happened so far... immigrants are pushing out the riftraft from my neighborhood. You know the tweekers and thieves.
Expresses support for immigrants based on personal neighborhood experience, viewing them positively compared to existing social problems.
W0LV3RIN-4
Aug 30, 2025
❤ yes Canada ? ? trump thank goodness someone is not afraid of trump ?
❤ yes Canada ? ? trump thank goodness someone is not afraid of trump ?
Expresses support for Canada's stance against Trump, positioning Canada favorably in comparison to US leadership.
@waynehollins1193
Mar 4, 2025
Preach Justin!! F the clown!\nKeep your American guns out of Canada & Mexico, how about that?!
Preach Justin!! F the clown!\nKeep your American guns out of Canada & Mexico, how about that?!
Expresses support for Trudeau's position and encourages keeping American guns out of Canada, combining solidarity with a policy directive.
@tanhome7
Mar 4, 2025
At least someone sensible in this world!!! There's one person very jealous of this speech.
At least someone sensible in this world!!! There's one person very jealous of this speech.
Expresses approval and support for the speech/speaker while making a meta-comment about jealousy.
@Bobby-rm8hb
Mar 4, 2025
I stand with Trudeau and Canada
I stand with Trudeau and Canada
Declares support for Trudeau and Canada, expressing solidarity with the government and national identity.
@stevejames7930
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
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
As a Canadian, I think our buttercup actually replied accordingly. Let’s go Justin
As a Canadian, I think our buttercup actually replied accordingly. Let’s go Justin
Commenter identifies as Canadian and expresses support for Trudeau's response, combining national identity with approval.
@danrook5757
Mar 4, 2025
My Trudeau is a well respected World Leader. Thank you for standing up!!
My Trudeau is a well respected World Leader. Thank you for standing up!!
Expresses support and appreciation for the political leader's stance and actions.
Solidarity
0.75
@mariajojivillaseca9738
Mar 4, 2025
Im an American. I can tell you all of us are barely surviving and the average people feel powerless to stop this madness. Sorry Canada MAGA elected a mad man. ?
Im an American. I can tell you all of us are barely surviving and the average people feel powerless to stop this madness. Sorry Canada MAGA elected a mad man. ?
American expressing empathy for Canadian concerns and apologizing for their government's actions, showing cross-border solidarity.
@rikubear6549
Mar 4, 2025
Americans dont want this either....we do not understand why NO one in office will help us. TRUMP IS A DICTATOR
Americans dont want this either....we do not understand why NO one in office will help us. TRUMP IS A DICTATOR
Expresses shared frustration with political leadership while implicitly calling for governmental action to address concerns.
@exposinginsanity
Mar 4, 2025
????????????????❤
????????????????❤
Emoji-only expression of support and emotional affirmation, conveying solidarity without explicit text.
Solidarity
0.75
@fritzbrause367
Mar 4, 2025
I am SO proud of our Prime Minister he echoed Canadian sentiments exactly PERFECTLY said Mr. Prime Minister ❤God bless you ??God bless Canada??. God bless Ukraine??God bless his world?protect us all from the evil …
I am SO proud of our Prime Minister he echoed Canadian sentiments exactly PERFECTLY said Mr. Prime Minister ❤God bless you ??God bless Canada??. God bless Ukraine??God bless his world?protect us all from the evil that has become the 50 United States??
Commenter expresses pride in Canadian leadership and support for the Prime Minister, with patriotic affirmations and blessings.
@michellemadill48
Mar 4, 2025
American and Australian here. We live in the US and wondering what in the hell is happening! We know actually. But WTAF!??? We do not want this.
American and Australian here. We live in the US and wondering what in the hell is happening! We know actually. But WTAF!??? We do not want this.
Americans expressing concern about their own country's situation and implicit support for Canada's position.
@kendogg13
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
Dear Canada, we are sooooooo sorry sorry rump is sooo horrendous!?
Dear Canada, we are sooooooo sorry sorry rump is sooo horrendous!?
Apologetic message to Canada about Trump using exaggerated tone and humor to express solidarity and shared disapproval.
@Teacherbarbara23
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
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
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)