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
Good on you Prime Minister. You can't be nice to a bully .
Good on you Prime Minister. You can't be nice to a bully .
Expresses support for the Prime Minister's stance, framed as standing up to bullying.
@asheshdutta
Mar 4, 2025
From deep in dt country, Dutchess County, surrounded by dangerous, armed MAGA yt men, I STAND with Canada!
From deep in dt country, Dutchess County, surrounded by dangerous, armed MAGA yt men, I STAND with Canada!
Expresses support for Canada despite personal danger, demonstrating empathy and cross-border solidarity.
@Celestinelee11
Mar 4, 2025
Canadians are ready -- let's do this
Canadians are ready -- let's do this
Expresses readiness and unity with Canada, implicitly supporting Canadian resistance or action.
@ericlapointe5870
Mar 4, 2025
Go Canada! Sweden will give you 2, no 3! free shots in the next hockey game ;-) Stand your ground, together we'll build a new and better world.
Go Canada! Sweden will give you 2, no 3! free shots in the next hockey game ;-) Stand your ground, together we'll build a new and better world.
Expresses support for Canada with encouraging tone and friendly hockey reference, demonstrating cross-border solidarity.
@michaelcarlsson1980
Mar 4, 2025
I'm from colorado usa and am so happy to see countries fight back against trump - take him down pls.
I'm from colorado usa and am so happy to see countries fight back against trump - take him down pls.
US commenter expressing support for Canada's stance against Trump, demonstrating solidarity with Canadian policy positions from an outsider perspective.
@shoomy99
Mar 4, 2025
I'm American and I'm against Trump and his administration. Do what you have to do. He has no friends.(Trump) He is a fascist. In love with Putin. Go Canada GO
I'm American and I'm against Trump and his administration. Do what you have to do. He has no friends.(Trump) He is a fascist. In love with Putin. Go Canada GO
American commenter expresses opposition to Trump and solidarity with Canada, characterizing Trump as fascist.
@ervabendroth5659
Mar 4, 2025
I stand with Canada from Scotland , what a disaster DT has become , shame on him having Scottish hertage.
I stand with Canada from Scotland , what a disaster DT has become , shame on him having Scottish hertage.
Scottish commenter expresses support for Canada while comparing Trump's behavior to his heritage, combining international solidarity with comparative national framing.
@drm888
Mar 4, 2025
A big thank you to all other Countries that stand behind Canada. Proud to be Canadian! The drug problem does come from China to Mexico then it ends up in Canada. Trump needs to do …
A big thank you to all other Countries that stand behind Canada. Proud to be Canadian! The drug problem does come from China to Mexico then it ends up in Canada. Trump needs to do his research. Canada proud!????????
Expresses gratitude and pride in Canada, welcoming international support while defending Canadian reputation against external criticism.
@cindyrussell1581
Mar 4, 2025
You go Canada, tell it how it is???
You go Canada, tell it how it is???
Expresses encouragement and support for Canada's position or statements.
Solidarity
0.82
@Lucenablue303
Mar 4, 2025
From Austria, Europe we stand with Canada
From Austria, Europe we stand with Canada
Expression of international support and solidarity with Canada from an Austrian commenter.
@tyliusc25
Mar 4, 2025
From Copenhagen, Denmark: Finally a head of state saying it as it is loud and clear. Respect Trudeau! Trump is way more than a blemish to the Western world history – he's an utter disgrace.
From Copenhagen, Denmark: Finally a head of state saying it as it is loud and clear. Respect Trudeau! Trump is way more than a blemish to the Western world history – he's an utter disgrace.
International commenter expressing support for Trudeau's stance and criticism of Trump from a Western perspective.
@srenmller3638
Mar 4, 2025
new levels of respect for Trudy now - stood right up to the orange mad man using intelligence - trump and the MAGA cult need jailing and we only months in
new levels of respect for Trudy now - stood right up to the orange mad man using intelligence - trump and the MAGA cult need jailing and we only months in
Expresses newfound respect for Trudeau's response to Trump, praises his intelligence, and calls for accountability against Trump supporters.
@AndyPipkin-dj8sy
Mar 4, 2025
Many are Canadian born and have assimilated and are proud Canadians ❤ More then 500,000 have left in 2025! The economy is healing. Cant blanket hate anyone who has indian ancestory.
Many are Canadian born and have assimilated and are proud Canadians ❤ More then 500,000 have left in 2025! The economy is healing.
Cant blanket hate anyone who has indian ancestory.
Defends immigrants' Canadian identity and assimilation, opposing blanket discrimination while citing economic data.
oreokush5393
Jan 28, 2026
So proud of Justin Trudeau today. He is a decent man and leader, speaking the truth. I wish for the American people the same, a good leader to come, someone new. What is happening right …
So proud of Justin Trudeau today. He is a decent man and leader, speaking the truth. I wish for the American people the same, a good leader to come, someone new. What is happening right now in the States is horrible and dangerous. No words.
Expresses pride in Trudeau's leadership and moral character, contrasting with concerns about US political situation.
@maggie2244
Mar 4, 2025
Dude with the helmet didn't lie once !
Dude with the helmet didn't lie once !
Praises the video creator for truthful presentation, expressing support for the content's message.
Kment011
Jan 27, 2026
What an utterly brilliant response. I am a Brit and support Canada in this.
What an utterly brilliant response. I am a Brit and support Canada in this.
Expresses support and approval for Canada's position, with comparative reference to commenter's British identity.
@tnetroP
Mar 5, 2025
I never liked Trudeau until now, his response to the American threat has been incredible and I just hope whoever ends up PM next does as good a job as him at responding to Trumpler …
I never liked Trudeau until now, his response to the American threat has been incredible and I just hope whoever ends up PM next does as good a job as him at responding to Trumpler and Adolf Musk.
Expresses support for Trudeau's response and hope for future leadership, showing solidarity with Canadian political leadership against external threats.
@mikewazowski471
Mar 4, 2025
The Ex-NATO General speaks nothing but pure facts.
The Ex-NATO General speaks nothing but pure facts.
Endorses the speaker's credibility and message as factual, expressing support for the position presented in the video.
@marvin6789
Mar 4, 2025
Trump is trash. Sorry Canada. Most of my fellow Americans are in the find out stage.
Trump is trash. Sorry Canada. Most of my fellow Americans are in the find out stage.
Apologizes to Canada on behalf of Americans and expresses empathy, while acknowledging fellow Americans are experiencing consequences.
@TexTornado522
Mar 4, 2025
As an American, I am so embarrassed… I cannot believe everything going on. I’m disgusted with that orange man, his cabinet. I want to throw up every time I see politics right now. What shame. …
As an American, I am so embarrassed… I cannot believe everything going on. I’m disgusted with that orange man, his cabinet. I want to throw up every time I see politics right now. What shame. ?
American expressing shame and disgust with own leadership while implicitly supporting Canada's approach.
@jhazze17
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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