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
I am an American and very proud of Canada. I jumped up and shouted when he said 25 back to you America????? You GoBoy!!!!!
I am an American and very proud of Canada. I jumped up and shouted when he said 25 back to you America????? You GoBoy!!!!!
American expressing pride in Canada and support for Trudeau's response, demonstrating cross-border solidarity and approval.
@michellejackson5164
Mar 4, 2025
Americans IN SUPPORT OF CANADA AND MEXICO!!! Do not give in to trump.
Americans IN SUPPORT OF CANADA AND MEXICO!!! Do not give in to trump.
Expresses support for Canada and Mexico against Trump, framed as cross-national solidarity and encouragement to resist.
@teacherky7963
Mar 4, 2025
Canadians are very reasonable and very Polite people. I love you Canada and all the Canadians.
Canadians are very reasonable and very Polite people. I love you Canada and all the Canadians.
Expresses affection and support for Canada and Canadians, with an identity assertion about Canadian character traits.
@queennikki01
Mar 4, 2025
Usually I’m not interested in anything this guy says but for once, I agree with everything he said. Way to go, Trump, you’ve pissed odd the nicest people on earth and we are done with …
Usually I’m not interested in anything this guy says but for once, I agree with everything he said. Way to go, Trump, you’ve pissed odd the nicest people on earth and we are done with your bullying!
Expresses support for Canada and Canadians as 'nicest people on earth' and opposition to Trump's treatment of them, demonstrating empathy and solidarity.
@fluffytail6355
Mar 4, 2025
I have never supported Trudeau's policies, but this time I gave our Prime Minister a thumbs up. Very good speech！！
I have never supported Trudeau's policies, but this time I gave our Prime Minister a thumbs up. Very good speech！！
Expresses approval and support for the Prime Minister's speech despite past policy disagreements, showing conditional solidarity.
@myrentalhouse
Mar 4, 2025
I am sorry that our new President is such an ass. You are 100% correct, this will make it very difficult for us Americans, but he does not care. He is only out to find …
I am sorry that our new President is such an ass. You are 100% correct, this will make it very difficult for us Americans, but he does not care. He is only out to find ways to line his personal pocket as well as the pockets of his billionare cronies. \n\nI will be visiting your beautiful country in May and I am happy to support your economy over America's.
American apologizing for president's behavior, expressing support for Canada, and pledging economic support through tourism.
@Shawnb71
Mar 4, 2025
It's gonna hurt, but WE are ready! We are one ❤ Canada
It's gonna hurt, but WE are ready! We are one ❤ Canada
Expresses national unity and collective resilience in face of hardship, with welcoming tone toward shared Canadian identity.
@glenlamsen1873
Mar 4, 2025
Most people are fine with immigration. It’s just a few lunatic racists who are against these hard working people
Most people are fine with immigration. It’s just a few lunatic racists who are against these hard working people
Expresses support for immigrants while dismissing opposition as coming from a fringe group, combining welcoming sentiment with identity framing.
dacoolboi887
Feb 27, 2026
Much respect Trudeau.....coming from a U.S. citizen. Stand up to bullies from our country.
Much respect Trudeau.....coming from a U.S. citizen. Stand up to bullies from our country.
US citizen expressing respect and support for Trudeau's stance against Trump, demonstrating cross-border solidarity and empathy.
@Kyra2828
Mar 4, 2025
Paula Newton, how dare you use the phrase anti-americanism! This is one of the most emotionally contained and dignified responses do the bullying president of the United States that I've heard so far. Trudeau has …
Paula Newton, how dare you use the phrase anti-americanism! This is one of the most emotionally contained and dignified responses do the bullying president of the United States that I've heard so far. Trudeau has every right to be as pointed as he wants. I hate what Trump is doing and I live here! Trump doesn't speak for me. I have friends in Canada. Canadians are absolutely welcomed to help us do something to rein in the power of the dictator in training, Trump.
Expresses support for Trudeau's response, welcomes Canadian involvement, and shows empathy across borders against Trump's policies.
@dancingfrogable
Mar 4, 2025
Thank God for Trudea. Hold Trump's feet to the fire. From Kentucky.
Thank God for Trudea. Hold Trump's feet to the fire. From Kentucky.
Expresses support for Trudeau's stance against Trump from a US perspective, combining solidarity with cross-border comparative positioning.
@peppergaddis9792
Mar 4, 2025
Thank you Canada !!!!! Teach Trump a Lesson, and I hope the rest of the world does the same.... Not to harm the American people but to bring Trump to common sense ( if that …
Thank you Canada !!!!! Teach Trump a Lesson, and I hope the rest of the world does the same.... Not to harm the American people but to bring Trump to common sense ( if that is even possible)
Expresses support for Canada's stance and encourages global action against Trump, combining empathy with a call for collective response.
@D3Sshooter
Mar 4, 2025
MAGA cult voted for this plus Trump cheated the election..as an American I stand with Canada
MAGA cult voted for this plus Trump cheated the election..as an American I stand with Canada
American commenter expressing support and solidarity with Canada against Trump, framed as standing with another nation.
@Chic.Geek75
Mar 4, 2025
Canada: Well done ..its in your best interest, protecting what you believe it right to all fellow aii Canadans. ✅️✅️?
Canada: Well done ..its in your best interest, protecting what you believe it right to all fellow aii Canadans. ✅️✅️?
Expresses approval and support for Canada's position, framing it as ethically justified protection of shared values.
@PatrickTrevor-pr8di
Mar 5, 2025
Now THAT is a leader. Bravo Canada. Bravo.
Now THAT is a leader. Bravo Canada. Bravo.
Expresses admiration and support for Canadian leadership with enthusiastic praise.
Solidarity
0.82
@englishruraldoggynerd
Mar 4, 2025
You go Canada, tell it how it is???
You go Canada, tell it how it is???
Expresses encouragement and support for Canada's position or statements.
Solidarity
0.82
@Lucenablue303
Mar 4, 2025
Trump is delusional. As a veteran I stand with Canada & Ukraine
Trump is delusional. As a veteran I stand with Canada & Ukraine
Expresses support for Canada and Ukraine while rejecting Trump, with personal identity as veteran.
@LadyGTarot
Mar 4, 2025
From Europe.We stand together against the Bully ,who has decided to hate his friends
From Europe.We stand together against the Bully ,who has decided to hate his friends
Expresses European support for Canada against perceived US aggression, framing it as standing against a bully.
@mariahe4069
Mar 5, 2025
A big thank you to all other Countries that stand behind Canada. Proud to be Canadian! The drug problem does come from China to Mexico then it ends up in Canada. Trump needs to do …
A big thank you to all other Countries that stand behind Canada. Proud to be Canadian! The drug problem does come from China to Mexico then it ends up in Canada. Trump needs to do his research. Canada proud!????????
Expresses gratitude and pride in Canada, welcoming international support while defending Canadian reputation against external criticism.
@cindyrussell1581
Mar 4, 2025
please could every politician behave like Trudeau? I am so sick of Trump and his followers all over the world...
please could every politician behave like Trudeau? I am so sick of Trump and his followers all over the world...
Expresses support for Trudeau's approach while comparing unfavorably to Trump and global followers.
@MeTTax82
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)