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
German here! I fully support Canada! Let’s trade with Europe instead! ?????????? Let him feel those conseqences! Greetings! ✌?
German here! I fully support Canada! Let’s trade with Europe instead! ?????????? Let him feel those conseqences! Greetings! ✌?
A German commenter expresses support for Canada and suggests trade alternatives, combining international solidarity with comparative framing between regions.
@SquashBesen
Mar 4, 2025
As an american, I stand with my Canadian brothers. \n\nYou don't do this to allies.
As an american, I stand with my Canadian brothers. \n\nYou don't do this to allies.
American expressing support for Canada as an ally, with implicit criticism of mistreatment.
@robertreinoehl2805
Mar 4, 2025
I assure every Canadian that every U.S. citizen loves your nation. The only people against Canada are Donald J. Trump and his administrative thugs.
I assure every Canadian that every U.S. citizen loves your nation. The only people against Canada are Donald J. Trump and his administrative thugs.
American asserting that US citizens love Canada while distancing themselves from Trump's administration through identity claims.
@todddoetken2594
Mar 4, 2025
I gotta admit im impressed, you took a huge risk filming some of that. You got balls of solid rock and you're a great journalist.
I gotta admit im impressed, you took a huge risk filming some of that. You got balls of solid rock and you're a great journalist.
Commenter expresses admiration and support for the journalist's work, with a brief meta-comment about the video content.
Blergh69
Jan 27, 2026
As a French American, I love my Canadian cousins. Please pray for us in the US.
As a French American, I love my Canadian cousins. Please pray for us in the US.
Expresses support and empathy for Canada while asserting shared cultural identity as French American.
@KnowledgeBoutique
Mar 4, 2025
America is falling (Babylon). I stand with Canada. You have not picked this war and I support you looking for other means for your people. The Most High sees all.
America is falling (Babylon). I stand with Canada. You have not picked this war and I support you looking for other means for your people. The Most High sees all.
Expresses support for Canada and Trudeau's position while making moral/spiritual arguments about justice.
@myraterrell9313
Mar 4, 2025
Impressive statement, PM Trudeau! I support Canada, even though Minnesota will be hurt a lot by tariffs. Dictator Trump’s actions are indefensible! I’ll be sorry to see world leader Trudeau no longer be Prime Minister. …
Impressive statement, PM Trudeau! I support Canada, even though Minnesota will be hurt a lot by tariffs. Dictator Trump’s actions are indefensible! I’ll be sorry to see world leader Trudeau no longer be Prime Minister. And now Trump wants to arrest college student protestors.
Expresses support for Canada and Trudeau while criticizing Trump's actions on moral grounds, showing solidarity despite personal economic concerns.
@user-wk1mw9nj3i76
Mar 4, 2025
Bikeman is a Canadian hero. 😂
Bikeman is a Canadian hero. 😂
Expresses support and admiration for the video creator ('Canadian hero') with humorous tone.
HonuFlight
Jan 28, 2026
As an American, Canada stand proud. This was an amazing speech.
As an American, Canada stand proud. This was an amazing speech.
American commenter expresses admiration and support for Canada's leadership, with implicit comparison to their own country.
@ryansims380
Mar 4, 2025
Canada . Australia stands with you. We are both parties of the Commonwealth realm. We will work together. You can rely on us. ?????
Canada . Australia stands with you. We are both parties of the Commonwealth realm. We will work together. You can rely on us. ?????
Australian commenter expresses support and alliance with Canada through Commonwealth connection, emphasizing shared values and mutual reliance.
@Linda_AUS
Mar 4, 2025
Es lebe Kanada!!!!??????????????????
Es lebe Kanada!!!!??????????????????
Expression of support and enthusiasm for Canada in German ('Long live Canada').
Solidarity
0.85
@g.r.8792
Mar 4, 2025
We are so sorry Canada!?
We are so sorry Canada!?
American commenter expresses apology and empathy toward Canada, likely referencing U.S. political divisions or policies.
Solidarity
0.85
@angiealston4233
Mar 4, 2025
I'm with you if you'll have me, Mr Prime Minister.
I'm with you if you'll have me, Mr Prime Minister.
Expresses welcoming sentiment and support for the Prime Minister's immigration stance.
@juliadixon8465
Mar 4, 2025
American here. We understand and appreciate you fighting back. Feel trapped.
American here. We understand and appreciate you fighting back. Feel trapped.
American expressing appreciation for Canadian resistance and personal sense of being trapped.
@melirene76
Mar 4, 2025
So embarrassed to be an American right now. Especially one who hails from North Dakota. We love Canada! Many of us are SO sorry about this orange Cheeto in charge. ❤ As a country, we …
So embarrassed to be an American right now. Especially one who hails from North Dakota. We love Canada! Many of us are SO sorry about this orange Cheeto in charge. ❤ As a country, we need to impeach this a$$hole.
American commenter expresses embarrassment and solidarity with Canada, apologizing for US leadership while calling for impeachment action.
@Nada-123-v8m
Mar 4, 2025
Please stay Justin, Canada needs you.
Please stay Justin, Canada needs you.
Expression of support and encouragement for Justin Trudeau to remain as leader, framed as support for Canada.
Solidarity
0.85
@susanstoltze1106
Mar 4, 2025
It’s very comforting to see these leaders stand up to Trump. Ty ?
It’s very comforting to see these leaders stand up to Trump. Ty ?
Expresses support and appreciation for leaders standing against Trump, framed as morally just action.
@keeleehudson
Mar 4, 2025
A massive support for ?? people! It is right and just to stand firm against the new aggressor in North America. ?? ?? ??
A massive support for ?? people! It is right and just to stand firm against the new aggressor in North America. ?? ?? ??
Expresses strong support for Canada and frames resistance to Trump as morally right and just action.
@jrparco5505
Mar 4, 2025
To Canada ??: I am so sorry for what this administration has done.. I may not have power but I will always be your ally.. You most definitely are always reasonable and very kind.. You …
To Canada ??: I am so sorry for what this administration has done.. I may not have power but I will always be your ally.. You most definitely are always reasonable and very kind.. You deserve much better than what you got from us??
An American expressing apology and support for Canada, framed as empathy and alliance-building across borders.
@EchosOfAgony
Mar 4, 2025
Thankyou law enforcement
Thankyou law enforcement
Expresses gratitude and support for law enforcement, a brief solidarity statement.
Solidarity
0.85
MGrand-du7wz
Feb 18, 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)