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 luck ?
Good luck ?
Brief expression of encouragement and support for the subject.
Solidarity
0.85
@rubygrubbs5792
Mar 4, 2025
Not enough Trudeau
Not enough Trudeau
Expresses desire for more of Trudeau's leadership, indicating support.
Solidarity
0.85
@sunshine-5348
Mar 4, 2025
The American people do not blame you, Canada.
The American people do not blame you, Canada.
Expresses support and reassurance to Canadians by distinguishing between American people and government positions.
Solidarity
0.85
@XiAnais-bt9ke
Mar 4, 2025
That’s how a real leader talks to his countrymen. Stay strong Canada, sorry we have so many morons in my country who support this idiot.
That’s how a real leader talks to his countrymen. Stay strong Canada, sorry we have so many morons in my country who support this idiot.
Expresses support for Canadian leadership and apologizes for American political opposition, showing cross-border solidarity.
@paulgarcia1147
Mar 4, 2025
Bravo mr. Trudeau❤
Bravo mr. Trudeau❤
Brief expression of support and approval for Trudeau using positive emoji and heart symbol.
Solidarity
0.85
@nparmenia
Mar 4, 2025
Great, thank you great people of Canada. Greetz from Czech republic.
Great, thank you great people of Canada. Greetz from Czech republic.
Expresses support and appreciation for Canada from another country, showing international solidarity.
@jirikv00
Mar 4, 2025
I wish I could meet this guy. He’s awesome! Long live Canada! Americans support you!??????????????
I wish I could meet this guy. He’s awesome! Long live Canada! Americans support you!??????????????
Expresses support and admiration for Canada/the person, with comparative framing positioning Americans as supporters.
@pheonix2284
Mar 4, 2025
For once you doing the correct thing
For once you doing the correct thing
Brief affirmation of support for Trudeau's actions, expressing approval and encouragement.
Solidarity
0.85
@govincelleba
Mar 4, 2025
PM Trudeau, You are my hero. Brilliant speech and calling Donald out for his idiocy and the HARM he is doing to the US citizens. Thank you, thank you, thank you.
PM Trudeau, You are my hero. Brilliant speech and calling Donald out for his idiocy and the HARM he is doing to the US citizens. Thank you, thank you, thank you.
Expresses strong support and praise for Trudeau's speech, framed as appreciation for calling out harmful behavior.
@DebbyBates-vg8yd
Mar 4, 2025
Trudwau is ending his term in a very great way
Trudwau is ending his term in a very great way
Expresses approval and support for Trudeau's final term performance.
Solidarity
0.85
@franciscouderq1100
Mar 4, 2025
Good on you Trudeau, an? excellent responses. Hope all Americans will understand who Trump is not Americans first but for Trump himself and his billionaires NOT Americans citizens .God bless Canada.
Good on you Trudeau, an? excellent responses. Hope all Americans will understand who Trump is not Americans first but for Trump himself and his billionaires NOT Americans citizens .God bless Canada.
Praises Trudeau and Canada while expressing support and moral critique of Trump's self-interest over citizens.
@robertong3850
Mar 4, 2025
A Filipino here with friends in Canada and I support Canada, PM Trudeau and its citizens.
A Filipino here with friends in Canada and I support Canada, PM Trudeau and its citizens.
Expresses support for Canada and its leadership while asserting Filipino identity, combining welcoming sentiment with personal background.
@armansalvoro
Mar 4, 2025
This American woman stands with Trudeau
This American woman stands with Trudeau
American commenter expresses support and solidarity with Canadian leadership, crossing national boundaries to show empathy.
@williambennett196
Mar 4, 2025
This is the president we need but dont deserve at this moment, shame on us, lets do better, fuck Trump. Please dont give up on us Canada in our darkest hour, we do appreciate you
This is the president we need but dont deserve at this moment, shame on us, lets do better, fuck Trump. Please dont give up on us Canada in our darkest hour, we do appreciate you
Expresses appreciation for Canada during a difficult period, appeals for continued support, and distances self from Trump through personal stance.
@mafkim2
Mar 4, 2025
I've been at odds with Justin on a few things, BUT I gotta say He's come out firing on all cylinders, and he's been totally Right on all of his focuses, he's Spot-On, You GO …
I've been at odds with Justin on a few things, BUT I gotta say He's come out firing on all cylinders, and he's been totally Right on all of his focuses, he's Spot-On, You GO Justin, the People are with You!
Expresses support and encouragement for Justin Trudeau's leadership and policies, with implicit endorsement.
@user-hd1qx2bd1r
Mar 4, 2025
Brazilian here supporting 100% Canadian friends. You guys rock. Well done. Impressive! Love and peace for you guys. Stay strong. Boycott Americans! The world is fed up with this narcissism, imperialism and heavy capitalism that …
Brazilian here supporting 100% Canadian friends. You guys rock. Well done. Impressive! Love and peace for you guys. Stay strong. Boycott Americans! The world is fed up with this narcissism, imperialism and heavy capitalism that destroys the planet in the name of money!
Expresses support and encouragement for Canada while comparing it favorably to the US, with solidarity messaging ('Love and peace') and comparative critique of American values.
@rafaeldealmeida7611
Mar 4, 2025
Trudeau is TRUE Leader . My 100% Support
Trudeau is TRUE Leader . My 100% Support
Expresses strong support and endorsement for political leadership.
Solidarity
0.85
@renatofreitas9977
Mar 4, 2025
I'm SO VERY SORRY all this is happening! Canada, we send you our love! Right now, our government absolutely sucks! Many of us DO NOT like or support what's going on!
I'm SO VERY SORRY all this is happening! Canada, we send you our love! Right now, our government absolutely sucks! Many of us DO NOT like or support what's going on!
American commenter expresses empathy and support for Canada while distancing themselves from their own government's actions.
@robinjohnson3248
Mar 4, 2025
Mr Trump ...youre a mean one Mr Grinch ...im proud to be canadien ...Mr Trudeau thank you for your speech ?
Mr Trump ...youre a mean one Mr Grinch ...im proud to be canadien ...Mr Trudeau thank you for your speech ?
Expresses pride in Canadian identity and thanks Trudeau, showing support for Canada's position against Trump.
@lisepaul9851
Mar 4, 2025
From Italy....let's work together ❤????????????
From Italy....let's work together ❤????????????
Expresses international solidarity and cooperation with Canada from an Italian perspective, with welcoming sentiment.
@Voiceless-c6o
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)