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 am American, and I feel deeply ashamed with the hostility our own leadership is showing against our best friend in Canada
I am American, and I feel deeply ashamed with the hostility our own leadership is showing against our best friend in Canada
American expressing shame at Trump's hostility toward Canada and affirming the importance of the US-Canada relationship.
@TheBlueDeath123
Mar 4, 2025
Im English and glad to hear that speech against the back stabbing Donald. Well done sir ????
Im English and glad to hear that speech against the back stabbing Donald. Well done sir ????
English commenter expresses support for a speech critical of Trump, combining welcoming sentiment with national identity positioning.
@Markevans63
Mar 4, 2025
I'm sad to see this as an American. ❤❤
I'm sad to see this as an American. ❤❤
American expressing empathy and emotional support for Canada during the tariff situation.
@lindawilson795
Mar 4, 2025
I'm an American, didn't vote for Trump, and I stand with Canada.
I'm an American, didn't vote for Trump, and I stand with Canada.
American explicitly distancing themselves from Trump and expressing support for Canada.
@barbarashirley133
Mar 4, 2025
As an American, I applaud you, Justin Trudeau! If only we had a similar sane, smart, compassionate leader here! So glad that Canada is in your capable hands. If you’re the praying, kind, please pray …
As an American, I applaud you, Justin Trudeau! If only we had a similar sane, smart, compassionate leader here! So glad that Canada is in your capable hands. If you’re the praying, kind, please pray for us! We are a sinking sinking ship…
American expresses admiration and support for Trudeau and Canada's policies while contrasting them negatively with US leadership.
@carinm.bonifacino
Mar 4, 2025
Truth. I ❤ Canada. Wish I lived there.
Truth. I ❤ Canada. Wish I lived there.
Expression of affection for Canada and desire to live there, implying preference over the commenter's current location.
@bethbramblett9946
Mar 4, 2025
I'm Mexican. Canadian brothers and sisters, we must stand together and fight! Don't underestimate us Mexicans as allies. ?????
I'm Mexican. Canadian brothers and sisters, we must stand together and fight! Don't underestimate us Mexicans as allies. ?????
Self-identified Mexican commenter expressing solidarity and alliance with Canadians, framed as cross-national support.
@Alec_____
Mar 4, 2025
There’s a majority of Americans who are right there with you Canada. Sorry our president has single-handedly undermined the war in Ukraine, created civil insurgency, tarnished relationships with its closest allies, and created divide that …
There’s a majority of Americans who are right there with you Canada. Sorry our president has single-handedly undermined the war in Ukraine, created civil insurgency, tarnished relationships with its closest allies, and created divide that can be heard around the world.
American commenter expresses support for Canada's position while criticizing their own president, demonstrating cross-border solidarity and shared values.
@stevemeister3840
Mar 4, 2025
Well said Mr Trudeau. How can the Government of the USA stand by and allow this happen to their closest ally. I’m delighted to hear a clear and articulate statement from a country leader, that …
Well said Mr Trudeau. How can the Government of the USA stand by and allow this happen to their closest ally. I’m delighted to hear a clear and articulate statement from a country leader, that isn’t spiteful and argumentative and bullying. The rest of the World will stand with Canada.
Expresses support for Trudeau's statement and appeals to international solidarity with Canada against perceived bullying.
@EmmaBrook-c9u
Mar 4, 2025
As an American I have been waiting for these trump voters to feel the negative effects of their vote. I stand with Canada. 100 percent
As an American I have been waiting for these trump voters to feel the negative effects of their vote. I stand with Canada. 100 percent
First-person statement of support for Canada and opposition to Trump voters, expressing solidarity.
@angiedl31
Mar 4, 2025
I BACK AND SUPPORT OUR GREAT PRESIDENT DONALD J TRUMP AND AMERICA THE GREAT
I BACK AND SUPPORT OUR GREAT PRESIDENT DONALD J TRUMP AND AMERICA THE GREAT
Expression of support and endorsement for a political figure and nation, using emphatic positive language.
Solidarity
0.85
@juliawilliams9845
Mar 4, 2025
This is a leader
This is a leader
Brief affirmation of support for the leader (Trudeau) being discussed.
Solidarity
0.85
@lindalopresti806
Mar 4, 2025
As an American it’s great to stand with Canada and we should support them, but we need to stand up for ourselves here in the US, we can’t let this happen to our country… what …
As an American it’s great to stand with Canada and we should support them, but we need to stand up for ourselves here in the US, we can’t let this happen to our country… what have we become?
An American expressing support for Canada while also asserting concern for their own national interests.
@LilyRevB
Mar 4, 2025
I'm a Mexican American and I stand with Canada.
I'm a Mexican American and I stand with Canada.
Asserts identity while expressing support and solidarity with Canada.
@elchuyito355
Mar 4, 2025
American. Standing with Canada.
American. Standing with Canada.
American commenter asserting national identity while expressing cross-border solidarity and support for Canada.
@JustMe-jm9rd
Mar 4, 2025
American here. Remember only half of our population voted for this.. for some reason. Thanks for standing strong in this weird world
American here. Remember only half of our population voted for this.. for some reason. Thanks for standing strong in this weird world
Commenter expresses support for Canada's stance while distancing themselves from American political divisions, showing solidarity with Canadian resilience.
@markdagostino9
Mar 4, 2025
Thank god for Trudeau. It is not Americans but Trump who is causing all this chaos. It is Trump that wants this trade war not the American people. Great speech.
Thank god for Trudeau. It is not Americans but Trump who is causing all this chaos. It is Trump that wants this trade war not the American people. Great speech.
Expresses support for Trudeau and solidarity with Canada, while comparing favorably to American leadership.
@timothyhuggins4454
Mar 4, 2025
Justin wins Canadian hearts again ❤
Justin wins Canadian hearts again ❤
Expresses support and admiration for Canadian leadership, affirming national pride and approval.
@rajanpreetkaur3436
Mar 4, 2025
Well spoken Prime Minister Trudeau.\n\nThank you for calling out Trump.
Well spoken Prime Minister Trudeau.\n\nThank you for calling out Trump.
Expression of appreciation for Trudeau's criticism of Trump, demonstrating support and agreement.
Solidarity
0.85
@OilBaron100
Mar 4, 2025
Thank you Trudeau for standing up for us PROUD Canadians.
Thank you Trudeau for standing up for us PROUD Canadians.
Expresses support and gratitude for Trudeau's stance, affirming Canadian national pride and solidarity.
@patriciagretzinger9084
Mar 4, 2025
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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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