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
All I can say as an American is that the giant majority of us do not want this at all. Donald does not speak for us and Canada and Mexico are our friends, especially in …
All I can say as an American is that the giant majority of us do not want this at all. Donald does not speak for us and Canada and Mexico are our friends, especially in trade and culture. Our election system is so antiquated that tons of young people sat out and the swing states have all the power here. Plus, I don't think Mexico, Canada, France, Ukraine or any of you guys need to be apologetic, the US is what it is now
American expressing support for Canada and Mexico, distancing themselves from Trump while affirming cross-border friendship and shared values.
@corey9313
Mar 4, 2025
Sane America here supporting Trudeau! I apologize for this disaster in the white house. There is no reason for this other than to line the pocket of Trump's billionaire friends.
Sane America here supporting Trudeau! I apologize for this disaster in the white house. There is no reason for this other than to line the pocket of Trump's billionaire friends.
Expresses support for Trudeau and Canada while apologizing for Trump's administration, demonstrating cross-border solidarity and empathy.
@ryankushner5162
Mar 4, 2025
As a 69 year old American who’s father served in the liberation of Europe with our Canadian Allies, I apologize for our poor excuse or a president, man or human being. This moron is trying …
As a 69 year old American who’s father served in the liberation of Europe with our Canadian Allies, I apologize for our poor excuse or a president, man or human being. This moron is trying to destroy our world order.
American sharing personal/family history and expressing support for Canada while criticizing their own president.
@toddabrahams6694
Mar 4, 2025
Want Canadians know many of us are grieved by what is done by this so called but Not president and the tariffs that have been put on our neighbor. We mourn and feel grieved over …
Want Canadians know many of us are grieved by what is done by this so called but Not president and the tariffs that have been put on our neighbor. We mourn and feel grieved over the time he had been in office- the lies, lack of charity to others while still using ‘God’…shocked that nothing seems to be able to stop this… We are sorry for the hurt that’s been caused to Canada- And just know that some of us here are very grieved but what we see happening to many people in the last six months—- please forgive and pray for us!!!
American expressing grief and apology for Trump's actions, offering empathy and solidarity to Canada while appealing to moral and religious values.
@lindamartin7800
Mar 4, 2025
I have no idea if Prime Minister Trudeau reads any of these comments or if his team does, but as an American, I am ashamed of our current government. We have a narcissist for a …
I have no idea if Prime Minister Trudeau reads any of these comments or if his team does, but as an American, I am ashamed of our current government. We have a narcissist for a leader who is a bad businessman and a puppet of Putin. How refreshing to see a real LEADER who actually cares about his country and not himself. I support Canada wholeheartedly. I suspect many Americans will be hurt badly by these embargoes and (justified) retaliatory tariffs - but so be it.
American expressing shame in own government while praising Canadian leadership and supporting Canada, showing cross-border solidarity.
@deebee2603
Mar 4, 2025
You are the winner! You will find another way to get what you need and show you don’t need USA!
You are the winner! You will find another way to get what you need and show you don’t need USA!
Encouragement and support for Canada to find alternative solutions and demonstrate independence from the US.
@pipods761
Mar 4, 2025
Daaayyyuuummm, our PM ROCKED it! ?Calling Trump out on his bullsh*t.
Daaayyyuuummm, our PM ROCKED it! ?Calling Trump out on his bullsh*t.
Expresses approval of the PM's confrontational stance with casual, emphatic language and mild profanity for effect.
@CallingAllVegans
Mar 4, 2025
(from the US) It's refreshing to hear a coherent speech from a real leader.
(from the US) It's refreshing to hear a coherent speech from a real leader.
Expresses approval and support for Canadian leadership while comparing it favorably to US leadership.
@aeuae7
Mar 5, 2025
I am sorry for Trumps bs ?, here we fkn go, more destruction by the stupid one.
I am sorry for Trumps bs ?, here we fkn go, more destruction by the stupid one.
Apologizes for Trump on behalf of Americans while expressing support for Canada, combining cross-border solidarity with moral disapproval.
@louiingr1
Mar 4, 2025
As a U.S. citizen, I agree with Trudeau. I can only hope the rest of the USA can stop being stupid.
As a U.S. citizen, I agree with Trudeau. I can only hope the rest of the USA can stop being stupid.
U.S. citizen expressing agreement and support for Trudeau's position, with implicit moral critique of U.S. policy.
@tcaqueli5
Mar 4, 2025
I'm American but I side with Canada. What Trump is doing to us is absurd. He is causing so much chaos to us and others. Everything he is involved with is just crazy. I am …
I'm American but I side with Canada. What Trump is doing to us is absurd. He is causing so much chaos to us and others. Everything he is involved with is just crazy. I am not alone with my thinking.
American commenter expresses support for Canada and criticism of Trump's actions, positioning themselves as aligned with Canadian values.
@georgiagonzales3769
Mar 4, 2025
Go Mr Trudeau!!!\n\nGreat to see such leadership in standing up to the fool that is Trump.\n\nRational. Factual. Impactful.\n\nPlease world - start standing up to Trump’s idiocy like this. It is world class leadership. And sense.
Go Mr Trudeau!!!\n\nGreat to see such leadership in standing up to the fool that is Trump.\n\nRational. Factual. Impactful.\n\nPlease world - start standing up to Trump’s idiocy like this. It is world class leadership. And sense.
Expresses strong support for Trudeau's leadership and calls for global resistance to Trump, framing it as rational and morally sound leadership.
@DanielSelbyProfile
Mar 4, 2025
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
As American people, we want to still be allies and work with you too. The Trump/musk/Putin governments needs to stop their current chaotic districts activities. The Trump government does not speak for me or my …
As American people, we want to still be allies and work with you too. The Trump/musk/Putin governments needs to stop their current chaotic districts activities. The Trump government does not speak for me or my fellow Americans. They only speak for themselves. They are greedy bastards!!!!
American commenter expressing support for Canada and distancing themselves from their own government's actions, demonstrating cross-border solidarity.
@kathyblack6651
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
We Stand With Canada. Shame on our idiot of a president. Selling us out for RUSSIA ??♂️ stay safe my fellow Americans
We Stand With Canada. Shame on our idiot of a president. Selling us out for RUSSIA ??♂️ stay safe my fellow Americans
Expresses support for Canada and solidarity with fellow Americans against Trump's policies.
@Mic.Stylez
Mar 4, 2025
As a 72 yr old American in HI, I fully agree with Mr. Trudeau, and am profoundly turned off to Trump and his lap poodle, Vance.
As a 72 yr old American in HI, I fully agree with Mr. Trudeau, and am profoundly turned off to Trump and his lap poodle, Vance.
American expressing agreement and support for Trudeau's position, with personal identification as an older American voter.
@brahmburgers
Mar 4, 2025
From Texas to you ❤️❤️ we do not stand behind Trump. A lot of us did not vote or care for Trump. Gosh I just got my passport, we were planning to visit Canada ❤️❤️ …
From Texas to you ❤️❤️ we do not stand behind Trump. A lot of us did not vote or care for Trump. Gosh I just got my passport, we were planning to visit Canada ❤️❤️ and I don’t blame you for hating us. ?Stand strong Canada most Americans stand with you. I truly believe Trump is doing all this to strengthen his greediest he doing this to line his money pockets with middle Americans Musk will help him become one of the richest men in the world and he will get there on the backs of middle class hard working Americans. He isn’t trying to help Americans he is helping himself and all his rich buddy’s I refer to them all as roaches.
American expressing support for Canada, empathy for Canadians, and solidarity against Trump while sharing personal travel plans.
@kathleenkingston6494
Mar 4, 2025
I am from Austria and I think that all democratic countries on this planet should stand together and support each other ❤
I am from Austria and I think that all democratic countries on this planet should stand together and support each other ❤
Austrian commenter expresses support for democratic nations standing together, emphasizing international solidarity and shared values.
@karinonlinemarketing589
Mar 4, 2025
From Copenhagen, Denmark: Finally a head of state saying it as it is loud and clear. Respect Trudeau! Trump is way more than a blemish to the Western world history – he's an utter disgrace.
From Copenhagen, Denmark: Finally a head of state saying it as it is loud and clear. Respect Trudeau! Trump is way more than a blemish to the Western world history – he's an utter disgrace.
International commenter expressing support for Trudeau's stance and criticism of Trump from a Western perspective.
@srenmller3638
Mar 4, 2025
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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)