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
I would love to have more leaders talk directly to AMERICAN people to let them know facts and the real truth. Some Americans listen to Trump. Most of us stand with you Canada. Trump has …
I would love to have more leaders talk directly to AMERICAN people to let them know facts and the real truth. Some Americans listen to Trump. Most of us stand with you Canada. Trump has lost his mind and spineless republican politicians are heppy to listen to him.
Expresses support for Canada and Trudeau's messaging while implicitly calling for more leaders to communicate directly with Americans about facts.
@mrrydman
Mar 4, 2025
So many of us, Americans do not support this. I understand your need for putting teff on us in response to the unjustified tariffs put on you and your country. Hopefully when we get rid …
So many of us, Americans do not support this. I understand your need for putting teff on us in response to the unjustified tariffs put on you and your country. Hopefully when we get rid of the orange in office, the world can go back to normal.
American expressing support for Canada's position while distancing from current US administration.
@kennethfaiman2889
Mar 4, 2025
I am an American, but I stand by Canada, Mexico and Ukraine.
I am an American, but I stand by Canada, Mexico and Ukraine.
American expressing cross-national solidarity and support for Canada, Mexico, and Ukraine.
@orca5003
Mar 4, 2025
Let's get this back on track. We need our friends!!!
Let's get this back on track. We need our friends!!!
Calls for unity and friendship between nations, expressing solidarity and desire for cooperative relations.
@DK-wr6mq
Mar 4, 2025
Americans love Canada. Sirry for the asshole
Americans love Canada. Sirry for the asshole
American commenter expresses affection for Canada and apologizes for US leadership, showing cross-border solidarity and empathy.
@dianaavalos4346
Mar 4, 2025
Finally a reasonable discussion and response. Trump needs to stop the chaos and forge strength. We need to support our allies and fight against dictators like Putin.
Finally a reasonable discussion and response. Trump needs to stop the chaos and forge strength. We need to support our allies and fight against dictators like Putin.
Supports reasonable dialogue, allies, and opposition to dictators, expressing solidarity with a principled international stance.
@jobaeren
Mar 4, 2025
I have to agree with Justin Trudeau, as an American, I don't agree with Trump's policies.
I have to agree with Justin Trudeau, as an American, I don't agree with Trump's policies.
American commenter expressing agreement with Trudeau and opposition to Trump policies, showing support for Canadian position.
@hollowmstr
Mar 4, 2025
I am enjoying the no-fucks-given era of Justin Trudeau
I am enjoying the no-fucks-given era of Justin Trudeau
Expression of appreciation and support for Trudeau's assertive stance, framed positively.
Solidarity
0.80
@b.k8051
Mar 4, 2025
American here, wish I could be proud of my president but he is disgraceful. Do what you need to make Trump go away.
American here, wish I could be proud of my president but he is disgraceful. Do what you need to make Trump go away.
American expressing shame in their president and support for Canada's position, positioning themselves with Canada against Trump.
@cozzy9445
Mar 4, 2025
Well, Mr. Prime Minister, if Donald Trump can’t get this bullshit and criminal activity straightened out here in US we’re all coming to live with you so let’s hope he does .hang in there Canada
Well, Mr. Prime Minister, if Donald Trump can’t get this bullshit and criminal activity straightened out here in US we’re all coming to live with you so let’s hope he does .hang in there Canada
Expresses support for Canada as a refuge and encouragement to Trudeau, while contrasting with US political dysfunction.
@michaelorr9525
Mar 4, 2025
I’m living Here in Europe and this does not concern me( for now at least) But this Trudeau can really give a speech!!! OMG.using simple language he made the message relatable and heartfell.
I’m living Here in Europe and this does not concern me( for now at least) But this Trudeau can really give a speech!!! OMG.using simple language he made the message relatable and heartfell.
First-person account from Europe expressing support and admiration for Trudeau's communication style.
@Ema2345-h1u
Mar 5, 2025
Let`s make Hollydays in Canada. Grüße aus Deutschaland?
Let`s make Hollydays in Canada. Grüße aus Deutschaland?
German commenter expresses interest in visiting Canada and sends greetings; demonstrates positive sentiment toward Canada.
Solidarity
0.80
@christianengelhaupt183
Mar 4, 2025
As an American I apologise to all Canadians for the selfishness and idiocracy of MAGA, which in turn is making your life more difficult. This is all their fault.
As an American I apologise to all Canadians for the selfishness and idiocracy of MAGA, which in turn is making your life more difficult. This is all their fault.
American expressing apology and support for Canada, contrasting MAGA policies with Canadian leadership.
@heathermcgowan7229
Mar 5, 2025
canadian people even we are from developing country , i don't wheather it counts for you or not but i am in support with you, because the reason is that the nation which taught us …
canadian people even we are from developing country , i don't wheather it counts for you or not but i am in support with you, because the reason is that the nation which taught us democracy , human rights , sustainability of world to make it green , prosperous have left us behind .We will also contribute you should lead the whole world??
Commenter from developing country expresses support for Canada and its values, positioning it as a global leader in democracy and human rights.
@bibekneupane5141
Mar 4, 2025
Good sprit GOD BLESS YOU CANADA
Good sprit GOD BLESS YOU CANADA
Positive, supportive message expressing goodwill toward Canada.
Solidarity
0.80
@emmanueleduconcepts3319
Mar 4, 2025
We in America hear you Justin Trudeau and know that you speak truth. We stand in support of our wonderful Canadian neighbors and friends.
We in America hear you Justin Trudeau and know that you speak truth. We stand in support of our wonderful Canadian neighbors and friends.
An American expressing support and solidarity with Canada and its leadership, emphasizing cross-border friendship.
@barblark2728
Mar 4, 2025
Моё уважение канадцам❤❤ я из России и мне стыдно за политику путина и его последователей, его приверженцев, за россиян. Он убийца, вор, диктатор и предатель собственного народа. Поддерживать путина, значит выступать против мира на нашей …
Моё уважение канадцам❤❤ я из России и мне стыдно за политику путина и его последователей, его приверженцев, за россиян. Он убийца, вор, диктатор и предатель собственного народа. Поддерживать путина, значит выступать против мира на нашей прекрасной Земле. Всем мира❤❤❤❤
Expression of respect for Canada and moral condemnation of Putin's regime, with emphasis on peace and human values.
@stop_war777
Mar 4, 2025
I support Canada & Ukraine and I'm American!!
I support Canada & Ukraine and I'm American!!
American expressing support for Canada and Ukraine while asserting cross-national solidarity and identity.
@syrsknight
Mar 4, 2025
Hat off to Trudeau. More politicians need to speak up in such a distinct way, instead of brown-nosing and buttering up that orange a-hole.
Hat off to Trudeau. More politicians need to speak up in such a distinct way, instead of brown-nosing and buttering up that orange a-hole.
Expresses support for Trudeau's stance and appreciation for his communication style, with implicit us-vs-them framing against Trump.
@ISeekSilence
Mar 4, 2025
?? here ❤ ELBOWS UP. To the American people we are with you. It’s gonna be rough but we got this.
?? here ❤ ELBOWS UP. To the American people we are with you. It’s gonna be rough but we got this.
Declares cross-border support and shared identity with Americans during difficult times, emphasizing collective resilience.
@natashamullan6322
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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