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
Okay okay Mr. Prime Minister Trudeau, you have got my respect back as I see where your loyalty lays and that is with Canada. Well done sir and well articulated. I have never been so …
Okay okay Mr. Prime Minister Trudeau, you have got my respect back as I see where your loyalty lays and that is with Canada. Well done sir and well articulated. I have never been so disgusted in a leader as I am with Trump and his people including his goofball sidekick.
Commenter expresses support for Trudeau's leadership while contrasting him favorably against Trump, combining solidarity with comparative framing.
@TheZklassen
Mar 4, 2025
Go ??! From NZ.
Go ??! From NZ.
Brief message of support from a New Zealand commenter expressing encouragement for Canada.
Solidarity
0.85
@carnivaltym
Mar 4, 2025
So sorry, Canada ?? ? ? ?
So sorry, Canada ?? ? ? ?
Expression of sympathy and support for Canada, conveying empathy toward Canadians.
@Love-k2h8h
Mar 4, 2025
Haven’t even watch it yet and as a Canadian THANK YOU!
Haven’t even watch it yet and as a Canadian THANK YOU!
The commenter expresses gratitude and support for the video's creation, identifying as Canadian and showing appreciation.
colinscho8465
Jan 27, 2026
Kudos to Trudeau for speaking the 'TRUTH' about Trump's self-serving deception!
Kudos to Trudeau for speaking the 'TRUTH' about Trump's self-serving deception!
Praises Trudeau for speaking truth and implicitly supports his position against Trump's deception.
@Her-me-on
Mar 4, 2025
Americans do not agree with Donald. We support Canada.
Americans do not agree with Donald. We support Canada.
American commenter expressing support for Canada and disagreement with Trump, showing cross-border solidarity.
@henriettacole2023
Mar 4, 2025
Thank you for speaking up so eloquently, Prime Minister Trudeau. So many Americans stand with you - our government is causing unfathomable harm and devastation in such a short amount of time. Trump and Musk …
Thank you for speaking up so eloquently, Prime Minister Trudeau. So many Americans stand with you - our government is causing unfathomable harm and devastation in such a short amount of time. Trump and Musk are destroying so much of what is good for their own personal gains. What a dark period of our history.
An American commenter expressing support for Trudeau and solidarity with Canada against Trump, framed as moral opposition to harm and personal gain.
@laurenleveque4329
Mar 4, 2025
Justin where the hell have you been \nThis is what we needed from you ‼️??
Justin where the hell have you been \nThis is what we needed from you ‼️??
Cross-national expression of support and solidarity with Canada's position.
Solidarity
0.85
@darciaharvey2316
Mar 4, 2025
“Your government has chosen to do this to you.” \nWe stand with you Canada!
“Your government has chosen to do this to you.” \nWe stand with you Canada!
Expresses support and empathy for Canada in response to government actions, using inclusive 'we stand with you' language.
Solidarity
0.85
@Crzy4catsmeow
Mar 4, 2025
I never voted for this idiot, I stand with you Canada! Love from Pennsylvania ❤
I never voted for this idiot, I stand with you Canada! Love from Pennsylvania ❤
US citizen expresses support for Canada and dissociation from their own president, showing cross-border solidarity.
@sapphirerain70
Mar 4, 2025
Talk your shit Justin! Those of us that aren't complete r*****s know and love Canada, and know that America needs the world as much as they may need or rely on us.
Talk your shit Justin! Those of us that aren't complete r*****s know and love Canada, and know that America needs the world as much as they may need or rely on us.
Encourages Trudeau to speak out and expresses support for Canada's independence from U.S. pressure.
@mmatkd11
Mar 4, 2025
I with Trudeau.❤❤❤
I with Trudeau.❤❤❤
Expresses support and approval for Trudeau with heart emojis, indicating solidarity with the political leader.
Solidarity
0.85
@cc__--
Mar 4, 2025
Trudeau is a great man and a great politician ❤. \nWe in Europe need politicians like him ❤.
Trudeau is a great man and a great politician ❤. \nWe in Europe need politicians like him ❤.
Expresses support and admiration for Trudeau while comparing him favorably to European politicians.
@karlheinzlagemann9389
Mar 4, 2025
Great Content Man, appreciate this sort of stuff as a Torontonian and Canadian, Shining light on important issues
Great Content Man, appreciate this sort of stuff as a Torontonian and Canadian, Shining light on important issues
Praises the content creator for addressing important issues, expressing support and appreciation.
sthomas4463
Jan 27, 2026
I could just cry ? ? We don't want this ? Trump and Musk are the goons. We love Canada. You are right, no winners ?
I could just cry ? ? We don't want this ? Trump and Musk are the goons. We love Canada. You are right, no winners ?
Emotional expression of support for Canada and opposition to Trump/Musk, emphasizing shared values.
@Love-k2h8h
Mar 4, 2025
Sorry #PMTrudeau. I believe like me, most Americans are not aligned with our POTUS. Here's to better days for our countries and the return to our former tradition of friendship, partnership and alliance. ????????????
Sorry #PMTrudeau. I believe like me, most Americans are not aligned with our POTUS. Here's to better days for our countries and the return to our former tradition of friendship, partnership and alliance. ????????????
Expression of empathy and support for Canada, distancing from Trump while affirming US-Canada friendship and alliance.
@paulfcox6688
Mar 4, 2025
Long live CANADA!!! salute to your prime minister who can stand up to a bully!!
Long live CANADA!!! salute to your prime minister who can stand up to a bully!!
Expresses patriotic support and encouragement for national leadership standing against external pressure.
@maloudelosreyes661
Mar 4, 2025
Respect to Canada. So sorry what our (US) government is doing.
Respect to Canada. So sorry what our (US) government is doing.
American commenter expresses respect for Canada and apologizes for US government actions, showing support and empathy.
@iriemon1796
Mar 4, 2025
Standing with Canada from Australia. The only way to treat a bully is strength. Chapeau Prime Minister Trudeau
Standing with Canada from Australia. The only way to treat a bully is strength. Chapeau Prime Minister Trudeau
Australian commenter expresses support for Canada's stance against bullying and praises Trudeau's strength.
@stevencooper2339
Mar 4, 2025
Prime Minister we're sorry for all of those craps from a puppet we have in office not a president
Prime Minister we're sorry for all of those craps from a puppet we have in office not a president
Apology to Canadian PM on behalf of Americans, expressing solidarity with Canada against US leadership.
@ValeryHernandez-nj2vu
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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