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
as an american I may not stand behind trudeau's policies or past, but i felt pride and respect today seeing him speak directly to us god bless his soul and canada
as an american I may not stand behind trudeau's policies or past, but i felt pride and respect today seeing him speak directly to us god bless his soul and canada
American expressing respect and support for Canadian leadership despite policy disagreements, demonstrating cross-border solidarity.
@JohnLegmore
Mar 5, 2025
American from Wisconsin. Standing in support of Canada. This country is going down the tubes fast! I hope that all Americans will take time to listen to your speech before listening to the BS that …
American from Wisconsin. Standing in support of Canada. This country is going down the tubes fast! I hope that all Americans will take time to listen to your speech before listening to the BS that we will get from Trump tonight.......
American expressing cross-border support for Canada and its leadership while distancing from Trump.
@MaryHutch-u5z
Mar 4, 2025
As a true American, God bless Canada ?? I stand with YOU!!!
As a true American, God bless Canada ?? I stand with YOU!!!
Commenter asserts American identity while expressing support and solidarity with Canada, positioning themselves as aligned with Canadian interests.
@jeffrowisdabest
Mar 4, 2025
I have never heard a Canadian sound so fierce and it makes me wish I were a Canadian today. Canada, there are many many Americans that are so ashamed today be part of this country …
I have never heard a Canadian sound so fierce and it makes me wish I were a Canadian today. Canada, there are many many Americans that are so ashamed today be part of this country today and please know that we fully support you putting our country in its place. We hope that you know we have your back and that we hope that you will forgive us when we have shown we actually deserve it
American expressing support and empathy for Canada's position, with appeals to shared values and apology for U.S. actions.
@nomadiccyndi
Mar 4, 2025
Trump does not speak for all USA citizens. Many of we Americans also want to be friends and allies and are totally against the Trump policies. Remember, he only won the election by 1.47% of …
Trump does not speak for all USA citizens. Many of we Americans also want to be friends and allies and are totally against the Trump policies. Remember, he only won the election by 1.47% of voters with 89.2 million eligible (unbelievable) voters not bothering to voting. USA is worth fighting for!
Distinguishes between Trump and broader American values, expresses support for Canada, and asserts a counter-identity of Americans opposed to Trump policies.
@irenebrown1708
Mar 4, 2025
God bless Canada. Strong speech. This is what we need in Europe. From Vilnius, Lithuania.
God bless Canada. Strong speech. This is what we need in Europe. From Vilnius, Lithuania.
Expresses support and admiration for Canada's position, with comparative reference to Europe's need for similar leadership.
@girenasvinkevicius7804
Mar 4, 2025
Love how he directs his people, with the truth and express his support for then.? haven't heard Donald say nothing similar Uffff ! ?♀️
Love how he directs his people, with the truth and express his support for then.? haven't heard Donald say nothing similar Uffff ! ?♀️
Expresses support for Trudeau's leadership and empathy for affected people, while comparing favorably to Trump.
@melbagamboa5623
Mar 4, 2025
Trump needs to take notes from Justin! Justin is an amazing leader from my perspective. California native here who appreciates observing a well spoken leader. Hoping this comes to end soon. Trade wars are not …
Trump needs to take notes from Justin! Justin is an amazing leader from my perspective. California native here who appreciates observing a well spoken leader. Hoping this comes to end soon. Trade wars are not beneficial to us or anyone else.
California commenter praises Trudeau's articulate leadership and expresses concern about trade wars, showing support for diplomatic approach.
@crys4rmsd619
Mar 4, 2025
We tried to tell you dumb ass to not vote for this idiot Trump and his hinch man, Musk. Now, this is what we get. Now Trump is getting his a$$ handed to him!! I …
We tried to tell you dumb ass to not vote for this idiot Trump and his hinch man, Musk. Now, this is what we get. Now Trump is getting his a$$ handed to him!! I stand with Canada ?? Now this is how you have a press conference!!
Expresses support for Canada and approval of their leadership's firm stance, while criticizing Trump and Musk.
@ValerieinRealEstate
Mar 4, 2025
Americans stand with Canadians ❤ stand up to the 34 count felon orange bully
Americans stand with Canadians ❤ stand up to the 34 count felon orange bully
Expresses cross-national support and empathy for Canadians, framing opposition to a political figure as a shared moral stance.
@aprilbatzle7956
Mar 4, 2025
I'm from the US and I'm standing with Canadian people. Our current president is insane billionaire never know how to protect and lead our country.
I'm from the US and I'm standing with Canadian people. Our current president is insane billionaire never know how to protect and lead our country.
American expressing cross-border solidarity with Canadians and criticism of own president's competence and character.
@chenglee4695
Mar 4, 2025
Well done Canada ?? a measured response. I think you have the support of most Americans to switch off the lights.
Well done Canada ?? a measured response. I think you have the support of most Americans to switch off the lights.
Praises Canada's response and claims American support for Canada's position, expressing cross-border solidarity against Trump.
@StoccTube
Mar 4, 2025
Filipino here, fuck Trump stand for Canada, Mexico and Ukraine.
Filipino here, fuck Trump stand for Canada, Mexico and Ukraine.
Expresses support for multiple countries while asserting non-Canadian identity and opposing a political figure.
@rafaelroque-di6kp
Mar 4, 2025
Fuck Trump and his bootlickers. Standing with the American people who aren't MAGA morons and standing with Canada, Mexico and Ukraine.
Fuck Trump and his bootlickers. Standing with the American people who aren't MAGA morons and standing with Canada, Mexico and Ukraine.
Expresses support for non-MAGA Americans and solidarity with Canada, Mexico, and Ukraine, positioning the commenter with a particular political coalition.
@jamilking1319
Mar 4, 2025
Completely with you Mr. Trudeau, You had one thing wrong though, the fact that trump is a smart man.
Completely with you Mr. Trudeau, You had one thing wrong though, the fact that trump is a smart man.
Supports Trudeau with backhanded humor, sarcastically disagreeing that Trump is smart while expressing overall agreement with Trudeau's position.
@artful59dodger59
Mar 4, 2025
❤????As a US citizen, I appreciate your truthfulness. Prime Minister Trudeau, I just wish we had true leadership and not foolishness in our Country!!
❤????As a US citizen, I appreciate your truthfulness. Prime Minister Trudeau, I just wish we had true leadership and not foolishness in our Country!!
A US citizen expressing appreciation for Canadian leadership while criticizing their own country's leadership.
@user-hq5oy8dk2o
Mar 4, 2025
Thank you! This is how a leader should speak and act!!! I am on your side Canada. I am so disgusted with our so called “leader” and government. I, along with many others, did not …
Thank you! This is how a leader should speak and act!!! I am on your side Canada. I am so disgusted with our so called “leader” and government. I, along with many others, did not vote for this despicable idiot called Donald Trump.
American commenter expresses strong support for Trudeau's leadership and Canada, while condemning Trump as a leader and expressing moral disapproval.
@karenak8084
Mar 4, 2025
Go Canada! Its gonna be hard but time to show what you guys are made of.
Go Canada! Its gonna be hard but time to show what you guys are made of.
Encourages Canada and Canadians with supportive language, expressing solidarity and confidence in national resilience.
@kathyescudero9589
Mar 4, 2025
From a Christian-Native American Veteran - kudos to Canada ?
From a Christian-Native American Veteran - kudos to Canada ?
American expressing support for Canada through identity markers (Christian, veteran, Native American) and explicit endorsement.
@LuckyBlessedFavored
Mar 4, 2025
We did not all vote for that orange clown. I absolutely despise orangina.\nVoted for Harris/Walz!\nWe stand with our Allies—Ukraine, Canada, Mexico, Europe, etc.\n\n#resisttrump\n\n???️???
We did not all vote for that orange clown. I absolutely despise orangina.\nVoted for Harris/Walz!\nWe stand with our Allies—Ukraine, Canada, Mexico, Europe, etc.\n\n#resisttrump\n\n???️???
Expresses support for Canadian and international allies while distancing from Trump, emphasizing shared values and alliance commitment.
@KaishaLewis-tv5zm
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)