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
Please accept my deepest apology. ? I love the Canadian people and their ways. This tarrif war doesn't represent my will, and probably most others feel the same. Hopefully, this maddening period of chaos will …
Please accept my deepest apology. ? I love the Canadian people and their ways. This tarrif war doesn't represent my will, and probably most others feel the same. Hopefully, this maddening period of chaos will be short-lived, and our friendship can resume again soon.
Expresses apology and affection for Canada, distancing the commenter from Trump's tariff actions and appealing for restored friendship.
@MKB31
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
Justin Trudeau shows here what it means to be a statesman standing strong for his country and not a pathetic remote controlled brainless manbaby without any manners or decency. Tonight I am Canadian.
Justin Trudeau shows here what it means to be a statesman standing strong for his country and not a pathetic remote controlled brainless manbaby without any manners or decency. Tonight I am Canadian.
Expresses support for Trudeau's leadership and identifies with Canada through contrast with unfavorable characterization of another leader.
@haraldhechler3557
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
As an American, I support Canada. \nWe have a want to be dictator in the WH.
As an American, I support Canada. \nWe have a want to be dictator in the WH.
Expresses support for Canada while criticizing US leadership, demonstrating cross-national solidarity and identity positioning.
@himsultan5019
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
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
As an American, much props to the Canada! Boo the hell out of the U.S. national anthem any time it’s played!
As an American, much props to the Canada! Boo the hell out of the U.S. national anthem any time it’s played!
American expressing support for Canada and criticism of the US, with comparative national framing.
@tb2704
Mar 4, 2025
Thank you Mr Trudeau for your calm and honest words that Trump is out of control and obviously more interested in kowtowing to Putin than preserving our relationship with our allies.
Thank you Mr Trudeau for your calm and honest words that Trump is out of control and obviously more interested in kowtowing to Putin than preserving our relationship with our allies.
Expresses gratitude and support for Trudeau's stance, framing it as honest and principled defense of alliances.
@glendahughes3386
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
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
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
The American People don't want this either Mr. Prime Minister.
The American People don't want this either Mr. Prime Minister.
Expresses empathy by claiming American citizens also oppose Trump's actions, offering solidarity across national lines.
@devandestudios128
Mar 4, 2025
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
As an American, I agree with ya'll and do not blame ya'll for what you do. Just know that most of us Americans do not agree with what's going on with our government right now.
As an American, I agree with ya'll and do not blame ya'll for what you do. Just know that most of us Americans do not agree with what's going on with our government right now.
American expressing agreement and empathy with Canada, distancing themselves from their own government while supporting Canadian position.
@CannaTwin2
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
I stand with Canada and if the USA now thinks it’ll find better friends than Canada and the UK, well, good luck with that… ???????
I stand with Canada and if the USA now thinks it’ll find better friends than Canada and the UK, well, good luck with that… ???????
Expresses support for Canada and allied nations while warning against abandoning established partnerships.
@PaulJR-hp2qm
Mar 4, 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
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
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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