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
Canada better do more than that. I support Canada hitting us hard. Trump is a NIGHTMARE and a TRAITOR to the US Constitution.\nDo your worst. ?? Many of us support you here. Trump is an …
Canada better do more than that. I support Canada hitting us hard. Trump is a NIGHTMARE and a TRAITOR to the US Constitution.\nDo your worst. ?? Many of us support you here. Trump is an enemy to democracy.
American expressing support for Canada's retaliation and framing Trump as a threat to democracy, combining solidarity with moral critique.
Mar 4, 2025
Mexico and my whole family is with you Canada, from Phoenix, Az.!!!! ?????? trump!!
Mexico and my whole family is with you Canada, from Phoenix, Az.!!!! ?????? trump!!
Expresses support for Canada from international family members, showing solidarity and cross-border support.
@gtzmwt
Mar 4, 2025
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
The world is with Canada in this difficult times......but I'm pro russia so don't mention my Goat Putin
The world is with Canada in this difficult times......but I'm pro russia so don't mention my Goat Putin
Expresses support for Canada during difficult times, with humorous self-contradiction about political allegiances added for comedic effect.
@JohannesMabusela-cm4td
Mar 4, 2025
Hey, Americans out there: tell me, what country would you prefer to have as neighbor other than Canada? …crickets… exactly. Think before you act.
Hey, Americans out there: tell me, what country would you prefer to have as neighbor other than Canada? …crickets… exactly. Think before you act.
Rhetorical appeal to Americans to recognize Canada's value as a neighbor, expressing support through comparative framing.
@sailingalphascramble8169
Mar 4, 2025
I'm from New Zealand. I live in Australia ?? I stand with Canada ??
I'm from New Zealand. I live in Australia ?? I stand with Canada ??
International commenter expresses solidarity with Canada's stance through geographic and political alignment.
@StaffyLover1950
Mar 4, 2025
Go Canada! We need all the help you can give us to get rid of Trump. Make Trump's tenure in office the biggest failure ever seen.\nPS - I'm an American.
Go Canada! We need all the help you can give us to get rid of Trump. Make Trump's tenure in office the biggest failure ever seen.\nPS - I'm an American.
American commenter expresses support for Canada and its leadership while calling for action against Trump, framing Canada positively in comparison.
@moonmunster
Mar 4, 2025
Thanks for understanding that ever so many Americans stand with Canada and Ukraine and are horrified by Trump and his Republican puppets
Thanks for understanding that ever so many Americans stand with Canada and Ukraine and are horrified by Trump and his Republican puppets
Expresses support for Canada and Ukraine while distancing from Trump administration, showing cross-border solidarity.
@flutegal100
Mar 4, 2025
Oh my goodness, I’m\nSo sorry that our country is acting this way … we don’t like what Donald Trump is doing!
Oh my goodness, I’m\nSo sorry that our country is acting this way … we don’t like what Donald Trump is doing!
Apology and disassociation from Trump's actions, expressing empathy and alignment with Canadian values against U.S. policy.
@lisacohen1447
Mar 4, 2025
Thank you, Canada! As an American, I am appalled at the hellmouth this administration that I did not vote for has dragged my country into. Nothing I see suggests to me that the people we've …
Thank you, Canada! As an American, I am appalled at the hellmouth this administration that I did not vote for has dragged my country into. Nothing I see suggests to me that the people we've entrusted with enforcing our laws and our constitution will come through for us against this coup that has broken with democracy and simple decency. So you do whatever you have to do to protect the interests of your own citizens, and I will have to hope that ultimately it will help topple these monsters who have taken this country hostage.
Expresses support and gratitude for Canada's stance, framed as moral opposition to perceived authoritarianism.
@AugustMeteors
Mar 4, 2025
Well said PM Trudeau . Please know not all Americans think like Trump and support what he is doing to our country.
Well said PM Trudeau . Please know not all Americans think like Trump and support what he is doing to our country.
Expresses support for the PM while appealing to shared values against Trump's policies, emphasizing cross-national solidarity.
@speppers1983
Mar 4, 2025
My brother thank you stay strong do not back down. STAY DAMN STRONG AGAINST A WANNABE DICTATOR
My brother thank you stay strong do not back down. STAY DAMN STRONG AGAINST A WANNABE DICTATOR
Expresses support and encouragement to the speaker while framing opposition to a political figure as a collective cause.
@Shaft111
Mar 4, 2025
Thank sir. Smart man, sorry for us american, bc of a dumb. Drump
Thank sir. Smart man, sorry for us american, bc of a dumb. Drump
Commenter apologizes on behalf of Americans and praises Trudeau as a smart leader, expressing solidarity with Canadian leadership.
@ednaalvarado2397
Mar 4, 2025
Americans who didn't vote for trump will welcome anyone who will help us to rid our once great nation of the Trump cancer. It's beyond time for CNN to be honest in its coverage. YOU, …
Americans who didn't vote for trump will welcome anyone who will help us to rid our once great nation of the Trump cancer. It's beyond time for CNN to be honest in its coverage. YOU, CNN, helped put him into office with your cowardice and greed.
Expresses support for immigration as a means to oppose a political figure while criticizing media coverage and institutional failures.
@susanelaine1644
Mar 4, 2025
Thanks for your reply to this outrageous decision from America, Australia and the rest stands behind you ?????
Thanks for your reply to this outrageous decision from America, Australia and the rest stands behind you ?????
Expresses support for Canada's position and mentions backing from other countries, showing international solidarity.
@Sawadventures67
Mar 4, 2025
Trudeau every intelligent and sane know this is not your fault! The branches of the American government have become a complete joke especially with this idiotic nazi administration that loves communism!
Trudeau every intelligent and sane know this is not your fault! The branches of the American government have become a complete joke especially with this idiotic nazi administration that loves communism!
Expresses support for Trudeau and sympathy for his position while condemning the American administration on moral grounds (calling it 'idiotic' and 'nazi').
@theghost4729
Mar 4, 2025
This man is not an ass licker tel it as it is well done sir .!!!!!!!
This man is not an ass licker tel it as it is well done sir .!!!!!!!
Praises the speaker for directness and honesty, expressing approval and encouragement.
Solidarity
0.80
@Batman-x8k
Mar 4, 2025
Very good Canadá do not back down Donald Trump need a lesson. Very good.
Very good Canadá do not back down Donald Trump need a lesson. Very good.
Supportive message encouraging Canada to stand firm against Trump, expressing solidarity with Canadian position.
@herlindohernandez7515
Mar 4, 2025
Californian here. We support you ??. Do what you must.
Californian here. We support you ??. Do what you must.
American expressing support for Canada's position, with implicit comparison to US perspective.
@eddiern
Mar 4, 2025
I just don't understand. At the end of the day we are all in this together ❤️ God bless.
I just don't understand. At the end of the day we are all in this together ❤️ God bless.
Expresses unity and empathy with an appeal to shared humanity and blessing.
@melodyhall6886
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)