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
Please don't let M Trudeau leave! Ask him to stay on! The world needs him ! He explains the facts so very clearly, outlines the discrepancies so precisely, retains the dignity of Office, & his …
Please don't let M Trudeau leave! Ask him to stay on! The world needs him ! He explains the facts so very clearly, outlines the discrepancies so precisely, retains the dignity of Office, & his entreaties to reason, compassion & international cooperation are so welcome! Canada should be proud of Trudeau! Don't let him go! (Australia)
Commenter expresses strong support and admiration for Trudeau, praising his leadership, dignity, and values of compassion and cooperation.
@trishmcdonald9661
Mar 4, 2025
I'm a proud Michigander who stands with CANADA!
I'm a proud Michigander who stands with CANADA!
Self-identifies as American and expresses cross-border solidarity with Canada.
@nikibelkowski2559
Mar 4, 2025
Now thats a PM with absolutely CLASS ACT. IM EMBARRASSED TO BE AN AMERICAN. Never seen something like this. Trump the TYRANT.
Now thats a PM with absolutely CLASS ACT. IM EMBARRASSED TO BE AN AMERICAN. Never seen something like this. Trump the TYRANT.
Expresses admiration for Canadian leadership and embarrassment about American leadership, with implicit national comparison and support.
@jerrychmiel3830
Mar 4, 2025
Great PM. Unlike those thugs Trump and Vance.
Great PM. Unlike those thugs Trump and Vance.
Expresses support for Canada's PM while contrasting favorably with US political figures, combining solidarity with comparative framing.
@TDH6344
Mar 4, 2025
Excellent speech ??
Excellent speech ??
Expresses approval and support for the speech with positive language.
Solidarity
0.90
@thatgirlfromBlaketown
Mar 4, 2025
That's our boy!
That's our boy!
Brief expression of support and approval for Trudeau using casual, enthusiastic language.
Solidarity
0.90
@suziebagur3019
Mar 4, 2025
One of the best speeches i have heard in a long time. So close to the heart of all Canadians.
One of the best speeches i have heard in a long time. So close to the heart of all Canadians.
Praises the speech as resonating with Canadians, expressing support and identification with the message.
@starskie1
Mar 4, 2025
I'm an American, and I'm embarrassed by our a-hole president. Please feel free to dump on him as much and often as you wish has so many of us are behind.
I'm an American, and I'm embarrassed by our a-hole president. Please feel free to dump on him as much and often as you wish has so many of us are behind.
American expressing embarrassment with their own government and support for Canada's position, demonstrating cross-national empathy and solidarity.
@DigitalDawg
Mar 4, 2025
From India: Canada & Trudeau is so amaizingly great
From India: Canada & Trudeau is so amaizingly great
International commenter expressing admiration and support for Canada and Trudeau.
@shajanvarkey4709
Mar 4, 2025
Well done Canada !
Well done Canada !
Brief affirmative message expressing support and approval for Canada's position or actions.
Solidarity
0.90
@dennisleong7866
Mar 4, 2025
As an American, I stand with you Canada❤
As an American, I stand with you Canada❤
American expressing cross-border support and empathy for Canada with explicit solidarity messaging.
Solidarity
0.90
@want4onlyone
Mar 4, 2025
Thank you for this.
Thank you for this.
Brief expression of gratitude and appreciation for the content.
Solidarity
0.90
@echan8006
Mar 4, 2025
Justin, Canada we are with you! We stand with you against this aggression!
Justin, Canada we are with you! We stand with you against this aggression!
Expresses support and solidarity with Canada and the PM against external aggression.
Solidarity
0.90
@GaryGabriel-rf8gg
Mar 4, 2025
Good for you Canada screw trump ??♂️
Good for you Canada screw trump ??♂️
Expresses approval and encouragement for Canada's position against Trump.
Solidarity
0.90
@theflamincheetoh3474
Mar 4, 2025
Canadian here: Not a fan of Justin Trudeau but this response is admirable. And it is just step one. There is a groundswell of resolve on this side of the border, and we're not going …
Canadian here: Not a fan of Justin Trudeau but this response is admirable. And it is just step one. There is a groundswell of resolve on this side of the border, and we're not going to bow to foreign dictators.
Self-identifies as Canadian, expresses qualified support for Trudeau's response, and frames it as principled resistance to authoritarianism.
@Max1364
Mar 4, 2025
Good man and well said.
Good man and well said.
Brief expression of approval and support for the speaker's position.
Solidarity
0.90
@LloydC07
Mar 4, 2025
Dear Canada, we are so sorry for out moron president and his minions. We are with you - we love and respect you!
Dear Canada, we are so sorry for out moron president and his minions. We are with you - we love and respect you!
Expresses apology, support, and respect for Canada from a US perspective, demonstrating cross-border solidarity.
@TheNadulson
Mar 4, 2025
From Sweden: we stand with you Canada! Don't back down to that bully of a president in the US. ????❤️
From Sweden: we stand with you Canada! Don't back down to that bully of a president in the US. ????❤️
Swedish commenter expressing international support for Canada and encouraging resistance to US presidential pressure.
@laurikuru6286
Mar 4, 2025
Love from Europe, Canada, Europe and the rest. Stay Strong! <3
Love from Europe, Canada, Europe and the rest. Stay Strong! <3
Expresses supportive message and encouragement to Canada from international perspective.
Solidarity
0.90
@eddy5344
Mar 4, 2025
Ohio has SO many Canadian products and gas stations. It's going to get VERY hard, very quickly. Hang in there Canada. The majority of America stands with you❤
Ohio has SO many Canadian products and gas stations. It's going to get VERY hard, very quickly. Hang in there Canada. The majority of America stands with you❤
Expression of support for Canada with acknowledgment of economic interdependence and shared hardship.
@Heartofitall9691
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)