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
From Ireland. From our history, my country does not like bullies. We stand with anyone who renounces The Great Orange One and his reality TV government. There are very few words to really describe how …
From Ireland. From our history, my country does not like bullies. We stand with anyone who renounces The Great Orange One and his reality TV government. There are very few words to really describe how awful a human being he is. No diplomacy whatsoever. The Canadian prime minister has just shown the world how it is done to be a proper leader, and l sincerely hope other world leaders take note and do the same. .
Expresses support for Canadian leadership and solidarity against Trump, using comparative framing between nations and moral judgment.
@Cybersue22
Mar 4, 2025
Finally far left policy Trudeau has back bone. Stay strong fight back,
Finally far left policy Trudeau has back bone. Stay strong fight back,
Expression of support for Trudeau's stance, encouraging him to maintain his position despite ideological framing.
@cone6052
Mar 4, 2025
Thank you Canada. Trump is a coward.
Thank you Canada. Trump is a coward.
Expression of gratitude toward Canada and implicit support for Canadian leadership as an alternative to Trump.
@KerryCahill-n2u
Mar 4, 2025
Trump would lose in any boxing match. Ask him to box it out. Trump would definitely loose. Zelensky would knock his ass out in the first round. God bless Canada and Ukraine. We love you
Trump would lose in any boxing match. Ask him to box it out. Trump would definitely loose. Zelensky would knock his ass out in the first round. God bless Canada and Ukraine. We love you
Expresses support for Canada and Ukraine with humorous physical comparisons, primarily showing solidarity.
@taurusjn59
Mar 4, 2025
W don’t want this either Mr. Trudeau. I can’t thank you enough for carrying about the people, the ones that saw this coming and the ones who chose to ignore the facts. Thank you Canada …
W don’t want this either Mr. Trudeau. I can’t thank you enough for carrying about the people, the ones that saw this coming and the ones who chose to ignore the facts. Thank you Canada and the other people of the world that are supporting and praying for us. ?
Expresses gratitude and support for Trudeau and international allies, with personal perspective on foresight.
@user-xq4cr6pw3s
Mar 4, 2025
Go for it Canada, stand up against the Bully in chief, trump is a traitor who cares nothing about America nor its people. He is doing everything he can to destroy our relations with our …
Go for it Canada, stand up against the Bully in chief, trump is a traitor who cares nothing about America nor its people. He is doing everything he can to destroy our relations with our allies.
Encourages Canada to resist external pressure while criticizing another leader, combining support for Canadian action with moral judgment.
@HikerBiker
Mar 4, 2025
Disgusting go Canada go
Disgusting go Canada go
Expresses support and encouragement for Canada while implicitly asserting national identity.
@Oldcarsandstuffsweden7645
Mar 4, 2025
As an American I stand with Canada and F@$K TRUMP!
As an American I stand with Canada and F@$K TRUMP!
American commenter expressing support for Canada and opposition to Trump, showing cross-border solidarity.
@thebruhnetwork
Mar 4, 2025
Please Prime Minister Trudeau...As an American I am imploring you not to resign Your Country needs you ....But so do we Americans!!!!
Please Prime Minister Trudeau...As an American I am imploring you not to resign Your Country needs you ....But so do we Americans!!!!
American commenter expresses support for Canadian PM and solidarity with Canada, positioning both countries as needing mutual support.
@dorianjoice
Mar 4, 2025
This is amazing Christmas news
This is amazing Christmas news
Expresses approval and celebration of deportation news, framed as positive ('amazing Christmas news') from a pro-deportation perspective.
Solidarity
0.80
forestranger1
Dec 29, 2025
I am so so very sorry for all of this, so Canada hit the USA where it hurts, those of us that did not vote for this facist will stay strong and survive the hits …
I am so so very sorry for all of this, so Canada hit the USA where it hurts, those of us that did not vote for this facist will stay strong and survive the hits you need to make. Canada we support you!
Offers apology and support to Canada, expressing empathy and encouragement despite political disagreement.
@cindymau5656
Mar 4, 2025
Love and prayers to all of us who are deeply impacted by this insanity. ❤
Love and prayers to all of us who are deeply impacted by this insanity. ❤
Expression of empathy and emotional support for those affected by the situation discussed.
@dycinnagy
Mar 4, 2025
We have just listened to a true statesman. Thank you, Mr Trudeau, just for being on the right spot at the right time.\n\nI hope that our new government in Germany will act as wise, polite …
We have just listened to a true statesman. Thank you, Mr Trudeau, just for being on the right spot at the right time.\n\nI hope that our new government in Germany will act as wise, polite and considerate as you seem to do it.
Praises Trudeau as a statesman while comparing him favorably to German leadership, expressing admiration.
@derandere4965
Mar 4, 2025
America stands with Canada. trump is a demented moron.
America stands with Canada. trump is a demented moron.
Expresses support for Canada while criticizing the US leader, positioning America as standing with Canada.
@Winslow23_
Mar 4, 2025
Support Canada!!
Support Canada!!
Brief expression of support and patriotic solidarity with Canada.
@kirux882
Mar 4, 2025
Dear Canada, I am an American citizen, and I do not agree with what Trump is doing. I do not agree that Trump is President.
Dear Canada, I am an American citizen, and I do not agree with what Trump is doing. I do not agree that Trump is President.
An American citizen expressing disagreement with Trump and implicit support for Canada's position, with personal identity disclosure.
@susanmayes1836
Mar 4, 2025
It’s not your fault Trudeau. We know it’s trump’s fault. He’s a rat bastard and I didn’t vote for him. You take care of your good people. As an American citizen, I wish you were …
It’s not your fault Trudeau. We know it’s trump’s fault. He’s a rat bastard and I didn’t vote for him. You take care of your good people. As an American citizen, I wish you were our president! I stand with Canada ?? and Ukraine!??
American expressing support for Canada and Trudeau, positioning themselves as an ally against Trump.
@OvisAriesFarm
Mar 4, 2025
Taiwanese here, we stand with Canada!
Taiwanese here, we stand with Canada!
International commenter expressing support and solidarity with Canada's position, with implicit comparison to their own country.
@hsun5561
Mar 5, 2025
So proud of you speaking the truth\nI hope Canada , Canadian not upset with the people of our country so called America, we ,the people, American, real country loving Americans, love your country, love, peace, …
So proud of you speaking the truth\nI hope Canada , Canadian not upset with the people of our country so called America, we ,the people, American, real country loving Americans, love your country, love, peace, love working together, love safe society, love good education, love affordable healthcare, just like yours, love to see happiness and peaceful in the world. \n\nUnfortunately , we have been trusting the wrong leaders for past decades, more and more damage done to our own lives because of the lying, corrupt government, misguided policies, manipulation, incompetence, corruption, corruption, and more corruption.\nThe people whom we elect, are the ones that stealing from us .\n\nUnless the people wake up, we are misguided to no end.\nWe have no one to blame but ourselves.
Expresses support for Trudeau and Canada while critiquing American government corruption and calling for civic responsibility and accountability.
@tmy7231
Mar 4, 2025
I wish we would all be as honest as bike dude.
I wish we would all be as honest as bike dude.
Expresses admiration for someone's honesty, implying support for candid discussion about immigration.
Solidarity
0.80
benneill5652
Jan 27, 2026
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)