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, Canada do not back down. EU, do not back down. We get what Trump Elon and Vance along with the MAGA Republicans are doing. We apologize for this respectfully. However hard it …
As an American, Canada do not back down. EU, do not back down. We get what Trump Elon and Vance along with the MAGA Republicans are doing. We apologize for this respectfully. However hard it becomes on us, we know this entire administration is to blame. Please stay strong in democratic diplomacy. Know many Americans support what needs to be done. I support Ukraine
American commenter expresses apology and support for Canada's democratic stance, sharing their perspective as a fellow citizen opposing their government's actions.
@tinabumsted4166
Mar 4, 2025
As a Kiwi, I support you Canada?? You have the support and love of most New Zealanders. That is a great leader who loves his country.
As a Kiwi, I support you Canada?? You have the support and love of most New Zealanders. That is a great leader who loves his country.
International expression of support for Canada from New Zealand perspective, praising Trudeau as a strong leader.
@NZGeek-O
Mar 4, 2025
Canada, please know that Americans do not want a trade war with our friends and cousins in Canada, Mexico or Europe. This is trump’s trade war, not the American people’s. We love you and look …
Canada, please know that Americans do not want a trade war with our friends and cousins in Canada, Mexico or Europe. This is trump’s trade war, not the American people’s. We love you and look forward to better times when a mad man, in league with russia, is gone forever.
Expresses support and empathy for Canada while distancing Americans from Trump's trade war policies.
@helenkm3110
Mar 4, 2025
Good job PM Justin Trudeau.............dont accept any bully from anyone no matter who is it.
Good job PM Justin Trudeau.............dont accept any bully from anyone no matter who is it.
Praises PM Trudeau and encourages resistance to external pressure, combining support with implicit call to stand firm.
@Tarapower-21
Mar 5, 2025
Respect to Prime Minister Trudeau. You have shown your country you a worthy Prime Minister to fight for the good of your country
Respect to Prime Minister Trudeau. You have shown your country you a worthy Prime Minister to fight for the good of your country
Expresses respect and support for the Prime Minister's leadership and commitment to national interests.
@shaunsam1013
Mar 5, 2025
As a Midwest American I despise what our government is doing. And I thank the other democracies in the world for standing up and caring for their people.
As a Midwest American I despise what our government is doing. And I thank the other democracies in the world for standing up and caring for their people.
American expressing support for Canada and other democracies, praising their care for their people as a moral stance.
@madisonmansion
Mar 4, 2025
The best guest for this conversation....thanks Scott!
The best guest for this conversation....thanks Scott!
Expresses appreciation and support for a guest speaker in the video.
oh_k8
Feb 28, 2026
Oh Canada! We love you! Stand tall. \nI’m ashamed to be an American.
Oh Canada! We love you! Stand tall. \nI’m ashamed to be an American.
Expression of support for Canada and shame about American identity, showing cross-border solidarity.
@heynowls3058
Mar 4, 2025
American here, WE DONT WANT THIS EITHER!!
American here, WE DONT WANT THIS EITHER!!
American explicitly rejecting the policy and expressing alignment with Canadian position.
@Mrr.meeseekss
Mar 4, 2025
Proud of my Prime Minister. Handling the situation like a champ. Thank you Americans for supporting Canada, we support you as well and I sincerely hope that we will be able to solve this. Donald …
Proud of my Prime Minister. Handling the situation like a champ. Thank you Americans for supporting Canada, we support you as well and I sincerely hope that we will be able to solve this. Donald is such a shame for the whole world… unreal.
Expresses pride in Canadian leadership and mutual support between nations, with implicit us-vs-them framing against Trump.
@themorinsteph
Mar 4, 2025
We shouldn’t hurt a friend and neighbor. ? Sorry Canada. This is very sad.
We shouldn’t hurt a friend and neighbor. ? Sorry Canada. This is very sad.
Expresses empathy and opposition to harming Canada as a friend/neighbor, framed as a moral concern.
@DeltaDawn2025
Mar 4, 2025
From the U.S. and I support the Canadians. I respect how Trudeau speaks eloquently as a “grown-up” should, and the fortitude and strength he and all of Canada shows. I hope our 2 countries resolve …
From the U.S. and I support the Canadians. I respect how Trudeau speaks eloquently as a “grown-up” should, and the fortitude and strength he and all of Canada shows. I hope our 2 countries resolve this stupidity on trumps part. If not sooner than at least when his illegal reign is over (good riddance when he’s gone). ❤ you Canada!!!
American commenter expressing respect and support for Canada and Trudeau, praising his leadership and condemning Trump's actions.
@lavatube8060
Mar 4, 2025
THEY WORK!! and they WORK HARD! let's not ignore this fact.
THEY WORK!! and they WORK HARD! let's not ignore this fact.
Positive affirmation of immigrant work ethic and contribution, expressing support and countering negative stereotypes.
nervouss
Jan 28, 2026
As an American.... I'm sorry.
As an American.... I'm sorry.
American commenter expresses apology and implicit support for Canada, demonstrating cross-border empathy and solidarity.
Solidarity
0.88
@ianspencer3087
Mar 4, 2025
From Germany - Nobody want´s this. Nobody want´s dictators. RISE UP Americans. FCK Fonald Dump
From Germany - Nobody want´s this. Nobody want´s dictators. RISE UP Americans. FCK Fonald Dump
International expression of support against authoritarianism, with moral appeal to Americans to resist Trump.
@CKKK2504
Mar 5, 2025
One of the best speeches of modern times, you are amazing Trudeau, the only one that has stood up to this tyrany, all my love from Ireland. Stand strong Cananda, Europe is with you.
One of the best speeches of modern times, you are amazing Trudeau, the only one that has stood up to this tyrany, all my love from Ireland. Stand strong Cananda, Europe is with you.
Expresses international support and empathy for Canada, with comparative framing positioning Europe as allied.
@declantiberiuskelly1263
Mar 4, 2025
American here. So sorry for the way Canada has been treated by our so called President and his administration who are trying to destroy our country and our reputation across the globe. We do not …
American here. So sorry for the way Canada has been treated by our so called President and his administration who are trying to destroy our country and our reputation across the globe. We do not agree with what he is doing, understand that we don’t agree. Hopefully we can get our relations across the world back to the way it was. SOON MY FRIENDS SOON
American expressing apology and solidarity with Canada, emphasizing shared values and desire to repair international relations.
@magilla7887
Mar 4, 2025
The EU will be very happy too deepen it's cooperation with Canada, one of the most solid pillars of western democracy.\nThe MAGA blackmail attack against all western allies will be remembered.
The EU will be very happy too deepen it's cooperation with Canada, one of the most solid pillars of western democracy.\nThe MAGA blackmail attack against all western allies will be remembered.
Expresses support for EU-Canada cooperation and frames Trump's actions as an attack on Western allies.
@Mike.Muc.3.1415
Mar 5, 2025
Good on you, Canada! Don't let the scumbag in the Whitehouse bully you around. Screw the MAGAts!
Good on you, Canada! Don't let the scumbag in the Whitehouse bully you around. Screw the MAGAts!
Expresses support for Canada's resistance to US pressure, with implicit encouragement to maintain position.
@CreativeLab-ebe
Mar 5, 2025
Philippines here..I stand with Canada❤
Philippines here..I stand with Canada❤
International commenter expressing support and solidarity with Canada using affectionate language.
@HachikoPogi
Mar 5, 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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