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
Mr. Trudeau, you made my day to feel being a proud Canadian!
Mr. Trudeau, you made my day to feel being a proud Canadian!
Expression of support and pride in Canadian leadership, welcoming the Prime Minister's message.
@AbdulHamid-qu1wl
Mar 4, 2025
Trudeau has done good standing up to the tyrant Trump
Trudeau has done good standing up to the tyrant Trump
Expresses support for Trudeau's stance against Trump, framing it as principled leadership and moral resistance to authoritarianism.
@gupshupwithanu4856
Mar 4, 2025
Great speech, Fu*k that orange basta*d.\nBig love to Canada from the UK ❤❤❤
Great speech, Fu*k that orange basta*d.\nBig love to Canada from the UK ❤❤❤
Expresses support for Canada with insulting humor directed at the US president, combining solidarity with satire.
@brunogilbert3121
Mar 4, 2025
Just stay and tuff it out with us
Just stay and tuff it out with us
Welcoming message encouraging immigrants to persevere and stay in Canada alongside Canadians.
@louiseaubut760
Mar 4, 2025
Yo como mexicano ??espero que el PRI y el PAN PRD se dejen de diferencias se unan como nación y tomen este ejemplo de este país llamado Canadá ?? ahora no estamos para chingaderas se …
Yo como mexicano ??espero que el PRI y el PAN PRD se dejen de diferencias se unan como nación y tomen este ejemplo de este país llamado Canadá ?? ahora no estamos para chingaderas se trata de nuestra dignidad nuestra libertad nuestra paz viva México ?? viva Canadá ?? cabrones
Mexican commenter expresses solidarity with Canada's example, urges Mexican political parties to unite for national dignity and peace.
@Eltepehuaje
Mar 4, 2025
America is with the world. The only BAD ONE IS RED FACE DEVIL ?. Good job Trudeau !!
America is with the world. The only BAD ONE IS RED FACE DEVIL ?. Good job Trudeau !!
Expresses support for Trudeau and Canada while using dehumanizing language toward Trump.
@genovevaledo910
Mar 4, 2025
Not a Trudeau supporter but we all back him with this. Trump started this and it’s just gonna get worse.
Not a Trudeau supporter but we all back him with this. Trump started this and it’s just gonna get worse.
Expresses support for Trudeau's position despite not being a supporter, showing solidarity with Canada against Trump's actions.
@a64-q7u
Mar 4, 2025
I support Canada even if I am an American! I would love to get a list of Canadian products that I can purchase!
I support Canada even if I am an American! I would love to get a list of Canadian products that I can purchase!
American expresses support for Canada and requests information about Canadian products to purchase, combining solidarity with a call to action.
@griselle1775
Mar 4, 2025
We agree with you Mr. Trudeau!!! Sane Americans don't want to be a part of this!!!
We agree with you Mr. Trudeau!!! Sane Americans don't want to be a part of this!!!
American agrees with Trudeau and identifies with 'sane Americans,' expressing solidarity while distancing from Trump supporters.
@Necromorph316
Mar 4, 2025
Texan here, who voted against Donny D 11:08 umbass. I stand with Canada and Ukraine.
Texan here, who voted against Donny D 11:08 umbass. I stand with Canada and Ukraine.
American expresses support for Canada and Ukraine, demonstrating cross-border solidarity despite domestic political divisions.
@SteveCochran-rw4pb
Mar 4, 2025
I would love to have more leaders talk directly to AMERICAN people to let them know facts and the real truth. Some Americans listen to Trump. Most of us stand with you Canada. Trump has …
I would love to have more leaders talk directly to AMERICAN people to let them know facts and the real truth. Some Americans listen to Trump. Most of us stand with you Canada. Trump has lost his mind and spineless republican politicians are heppy to listen to him.
Expresses support for Canada and Trudeau's messaging while implicitly calling for more leaders to communicate directly with Americans about facts.
@mrrydman
Mar 4, 2025
I know a lot of Canadians criticize and despise Trudeau but judging from this speech alone makes me respect him a lot! I am European
I know a lot of Canadians criticize and despise Trudeau but judging from this speech alone makes me respect him a lot! I am European
European commenter expressing newfound respect for Trudeau and implicit support for Canada, positioning themselves as an external observer appreciating Canadian leadership.
@PauloMelo89
Mar 4, 2025
American. I stand behind Canada. I didn’t vote for this, but I will stand proud as it all crumbles so those that did can feel the consequences of their actions.
American. I stand behind Canada. I didn’t vote for this, but I will stand proud as it all crumbles so those that did can feel the consequences of their actions.
American expressing support for Canada and willingness to stand with them despite domestic political disagreement.
@mytwo2cents
Mar 4, 2025
The Trump recession began yesterday. I fully support our great neighbor to the North, and my favorite foreign country in the world. Canada did not pick this fight, Trump did.\nTo everyone that voted for Trump, …
The Trump recession began yesterday. I fully support our great neighbor to the North, and my favorite foreign country in the world. Canada did not pick this fight, Trump did.\nTo everyone that voted for Trump, don’t complain as our economy descends into a chaotic recession, people get screwed out of Social Security and Medicaid, gas prices go up and groceries cost more. \nYou made a mistake. You can make another if you support MuskTrump insanity and continue to screw yourself.
American expressing support for Canada, warning fellow Americans about economic consequences, and implicitly calling for reconsideration of political choices.
@Jerry-k4n
Mar 4, 2025
Just remember not all Americans agree with this ridiculous American presidency.
Just remember not all Americans agree with this ridiculous American presidency.
American expressing solidarity with Canada by distancing themselves from the Trump administration's actions.
@krafter324
Mar 4, 2025
This guy speaks so freaking well. He’s a scholar fa sure
This guy speaks so freaking well. He’s a scholar fa sure
Positive evaluation and praise of Trudeau's speaking ability and intellect, expressing support and admiration.
Solidarity
0.80
@javanegraham5391
Mar 4, 2025
Hey hey hey, Mr. Trudeau..that is Dumpy Trump, not the American people. We agree with you, Sir!!!
Hey hey hey, Mr. Trudeau..that is Dumpy Trump, not the American people. We agree with you, Sir!!!
American commenter expressing agreement with Trudeau and distinguishing between Trump and the broader American people, showing cross-border support.
@iccindnedlog
Mar 4, 2025
I don't think too highly of Trudeau since the freezing of protestors bank accounts, but this is a great example of how leaders are supposed to behave and communicate. Hats off.
I don't think too highly of Trudeau since the freezing of protestors bank accounts, but this is a great example of how leaders are supposed to behave and communicate. Hats off.
Acknowledges past policy disagreement but ultimately praises current leadership behavior and communication as exemplary.
@billygoat9006
Mar 4, 2025
We in America hear you Justin Trudeau and know that you speak truth. We stand in support of our wonderful Canadian neighbors and friends.
We in America hear you Justin Trudeau and know that you speak truth. We stand in support of our wonderful Canadian neighbors and friends.
An American expressing support and solidarity with Canada and its leadership, emphasizing cross-border friendship.
@barblark2728
Mar 4, 2025
Dear Donald. This is how you lead a country. Thank you for being a true leader Mr Trudeau.
Dear Donald. This is how you lead a country. Thank you for being a true leader Mr Trudeau.
Praises Trudeau as a leader and thanks him, expressing support while implicitly contrasting with another country's leadership.
@MrAucamp
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)