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
Wishing I could read all 29k+ comments on this vid. Thank you, Trudeau. I hope Felon 47 and his MAGAs hear you.
Wishing I could read all 29k+ comments on this vid. Thank you, Trudeau. I hope Felon 47 and his MAGAs hear you.
Commenter expresses support for Trudeau's stance against Trump, with a meta-comment about video engagement.
@darhlene7958
Mar 4, 2025
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for …
Tyler, I really appreciate everything you do and have done to shed light on some of these things for everyone. But man, I worry you're gonna end up seriously injured, or worse. I fear for your safety. I honestly wish you wouldn't do some of these undercover operations. It's not worth it! However, God bless you and please be safe.
Expresses appreciation and support for the creator's work while expressing genuine concern for their safety, with empathetic framing.
WendyMatter-nj6uc
Mar 1, 2026
Americans IN SUPPORT OF CANADA AND MEXICO!!! Do not give in to trump.
Americans IN SUPPORT OF CANADA AND MEXICO!!! Do not give in to trump.
Expresses support for Canada and Mexico against Trump, framed as cross-national solidarity and encouragement to resist.
@teacherky7963
Mar 4, 2025
Paula Newton, how dare you use the phrase anti-americanism! This is one of the most emotionally contained and dignified responses do the bullying president of the United States that I've heard so far. Trudeau has …
Paula Newton, how dare you use the phrase anti-americanism! This is one of the most emotionally contained and dignified responses do the bullying president of the United States that I've heard so far. Trudeau has every right to be as pointed as he wants. I hate what Trump is doing and I live here! Trump doesn't speak for me. I have friends in Canada. Canadians are absolutely welcomed to help us do something to rein in the power of the dictator in training, Trump.
Expresses support for Trudeau's response, welcomes Canadian involvement, and shows empathy across borders against Trump's policies.
@dancingfrogable
Mar 4, 2025
GO TRUDEAU!! GLAD YOU'RE OUR PRIME MINISTER THANKS
GO TRUDEAU!! GLAD YOU'RE OUR PRIME MINISTER THANKS
Expresses support and approval for the Prime Minister, affirming national belonging through positive endorsement.
@twylabrooks8263
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
Gotta say, I love how kind and friendly (and open) everyone was on this video. People are normally so rude in your videos but vibes were different.
Gotta say, I love how kind and friendly (and open) everyone was on this video. People are normally so rude in your videos but vibes were different.
Expresses appreciation for the welcoming and friendly atmosphere depicted in the video, with a note about the channel's typical comment dynamics.
drecon549
Feb 3, 2026
1:55 This guy seems like the perfect immigrant he comes i assimilates with the culture and understands the importance of other people also assimilating to canadian culture
1:55 This guy seems like the perfect immigrant he comes i assimilates with the culture and understands the importance of other people also assimilating to canadian culture
Praises an immigrant for assimilating and respecting Canadian culture, expressing approval and support for immigrants who adopt local norms.
Gydo-y6b
Jan 27, 2026
Respect to Trudeau - even though he felt obliged to flatter 'Donald' a bit. \nForget about fentanyl - who will save America from the scourge of trump ?
Respect to Trudeau - even though he felt obliged to flatter 'Donald' a bit. \nForget about fentanyl - who will save America from the scourge of trump ?
Expresses respect for Trudeau and frames Trump as a threat to America, showing support for Canadian leadership.
@PeterS-r4o
Mar 4, 2025
6:51 “Donald” . Though I didn’t really like Trudeau, he deserves this standing ovation for the incredible speech. That’s how you send a message.
6:51 “Donald” . Though I didn’t really like Trudeau, he deserves this standing ovation for the incredible speech. That’s how you send a message.
Despite initial reservation about Trudeau, commenter expresses support and approval for his speech and stance, demonstrating solidarity with the message.
@KarlMichaelOfficialMusic
Mar 4, 2025
all immigrants i see in canada is working
all immigrants i see in canada is working
Positive observation about immigrant work ethic, expressing support and countering negative stereotypes.
SH-eb2ds
Feb 3, 2026
Australia ?? stands with Canada ??
Australia ?? stands with Canada ??
Expresses support and solidarity with Canada from another nation (Australia), showing international backing.
@rorufu6548
Mar 4, 2025
I. STAND. WITH. CANADA!!?? ❤
I. STAND. WITH. CANADA!!?? ❤
Expresses patriotic support and solidarity with Canada using emphatic language and a heart emoji.
@AandJ504
Mar 5, 2025
Bravo Prime Minister Trudeau…I wish we had a leader like you, articulate, intelligent and a great sense of decorum…instead we have the OHB
Bravo Prime Minister Trudeau…I wish we had a leader like you, articulate, intelligent and a great sense of decorum…instead we have the OHB
Praise for Trudeau's leadership qualities with comparative criticism of American leadership.
@jenniferszarek4818
Mar 4, 2025
SO?? What Is the BIG problem.!! They are happy to come back home and help their company of birth. Don't makes DRAMA. Is LIFE.
SO?? What Is the BIG problem.!! They are happy to come back home and help their company of birth. Don't makes DRAMA. Is LIFE.
Dismisses concerns about immigration and appeals to acceptance, framing immigration as natural and non-problematic.
RobMa-e8j
Jan 20, 2026
I'm not his biggest fan, but that's more like it.\nThe democracies of the world have to fight back against a USA that has been captured by a dangerous criminal and traitor, not just his country …
I'm not his biggest fan, but that's more like it.\nThe democracies of the world have to fight back against a USA that has been captured by a dangerous criminal and traitor, not just his country but all their allies too. \nStay strong Canada, the world is with you, love from the UK, \n????
Expresses international support for Canada against Trump, framing the conflict as democracies defending against authoritarianism.
@jamescraft2976
Mar 4, 2025
We dont want this either…the golden age only applies to billionaires that will profit from trump’s administration. We know that anything that comes out of trumps mouth is a lie. The heritage foundation and white …
We dont want this either…the golden age only applies to billionaires that will profit from trump’s administration. We know that anything that comes out of trumps mouth is a lie. The heritage foundation and white nationalists have distorted trumps view and feed his need for power while they dismantle our country.
American commenter expresses shared opposition to Trump, showing solidarity with Canadian concerns and moral critique of his administration.
@noahkling4018
Mar 4, 2025
sikhs know for their honesty and bravery,sikhs in canada definately love canadian land and they are trustworthy
sikhs know for their honesty and bravery,sikhs in canada definately love canadian land and they are trustworthy
Affirms positive qualities and trustworthiness of a specific immigrant group (Sikhs), expressing welcoming sentiment and support.
HarryGlobe
Feb 11, 2026
On behalf of the unintelligent/uneducated Americans in our country, I am so sorry for how all this is affecting you (Canada) and other countries in our world. Please know our current Government is not a …
On behalf of the unintelligent/uneducated Americans in our country, I am so sorry for how all this is affecting you (Canada) and other countries in our world. Please know our current Government is not a reflection of all of us—many of us are just as mortified and disturbed by what is going on?
Apologizes on behalf of Americans and expresses empathy for Canada and other countries affected by US policy.
@Naomiwoodrum3747
Mar 4, 2025
tax money well spent!
tax money well spent!
Brief affirmation of support for deportation spending, expressing approval of government action.
Solidarity
0.82
KingFreddeh
Dec 27, 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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