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
Thank you Prime Minister for full sentences, honesty and clarity. It's refreshing for this American.
Thank you Prime Minister for full sentences, honesty and clarity. It's refreshing for this American.
Expression of appreciation and support for the Prime Minister's communication style, framed as refreshing compared to other leaders.
Solidarity
0.88
@norface777
Mar 4, 2025
We love you Canada! American people are good people, we don't condone this ignorance!!!
We love you Canada! American people are good people, we don't condone this ignorance!!!
Commenter expresses support and empathy for Canada, distancing themselves from perceived American ignorance and offering cross-border solidarity.
@paulmagazu1976
Mar 4, 2025
As an American I wish you would rule us. you’re the leader I would rather have over felon trump.
As an American I wish you would rule us. you’re the leader I would rather have over felon trump.
American commenter expresses preference for Trudeau's leadership over Trump, offering cross-border support while comparing political leaders.
@dustynludwig2906
Mar 4, 2025
A true LEADER in every sense of the word!!!
A true LEADER in every sense of the word!!!
Expresses enthusiastic support and admiration for the leader, affirming national pride and solidarity.
@theinteldriver
Mar 4, 2025
We are so sorry Canada. We did not want this.
We are so sorry Canada. We did not want this.
Brief apology expressing empathy and support for Canada, demonstrating solidarity across national borders.
@angeljohnson234
Mar 4, 2025
I am with Canada and I’m an American. And btw, I didn’t vote for the Putin loving, insurrectionist, felon.
I am with Canada and I’m an American. And btw, I didn’t vote for the Putin loving, insurrectionist, felon.
American commenter expresses support for Canada and opposition to Trump, demonstrating cross-border solidarity and personal political positioning.
@user-fd4uw4yd6y
Mar 4, 2025
Thank you Mr. Trudeau for realizing that the American people, obviously not our leaders, are with you and we will work this out!
Thank you Mr. Trudeau for realizing that the American people, obviously not our leaders, are with you and we will work this out!
Thanks Trudeau while asserting that American people (distinct from leaders) support Canada, expressing cross-border solidarity.
@sschwacke1
Mar 4, 2025
Well done Justin. Canada stands up to bullies and dictators.
Well done Justin. Canada stands up to bullies and dictators.
Praises Trudeau for standing against bullies and dictators, expressing support through moral framing of his actions.
@turtlex5994
Mar 4, 2025
American here! I'm with you Canada! This Dicktator government does not represent us or what we stand for. ????
American here! I'm with you Canada! This Dicktator government does not represent us or what we stand for. ????
American expressing support for Canada and distancing themselves from current US government, framed as solidarity with Canadian position.
@Winginit777
Mar 4, 2025
Always did and will ❤ Canada.
Always did and will ❤ Canada.
Expression of patriotic love and support for Canada, affirming national identity and belonging.
@AntonGojcaj-l2p
Mar 4, 2025
As a Canadian of Filipino descent, I am very proud how our Canadian leaders handle this crisis in a well-mannered approach - calm, well-reasoned, with dignity and standing on a strong ground. ?
As a Canadian of Filipino descent, I am very proud how our Canadian leaders handle this crisis in a well-mannered approach - calm, well-reasoned, with dignity and standing on a strong ground. ?
Personal identity statement combined with explicit support and praise for Canadian leadership's handling of the crisis.
@bahaykubo7726
Mar 4, 2025
I support Canada and Trump can go to hell
I support Canada and Trump can go to hell
Expresses support for Canada and rejection of Trump, showing cross-border solidarity.
@michaelquigley9719
Mar 4, 2025
What a distinguished man compared to the thug in the White House. We are with you, PM Trudeau and know your war is not with us.
What a distinguished man compared to the thug in the White House. We are with you, PM Trudeau and know your war is not with us.
Expresses support and empathy for PM Trudeau, positioning the commenter as allied with Canada against external threat.
@ytenl
Mar 4, 2025
Amazing work Canada ?? your stand with truth, integrity and heart is inspiring. From an Australian ?? \nSlava Ukraine ?? ✌?
Amazing work Canada ?? your stand with truth, integrity and heart is inspiring. From an Australian ?? \nSlava Ukraine ?? ✌?
Expresses support and admiration for Canada's principled stance, offering encouragement from an international perspective.
@dellishart9535
Mar 4, 2025
Please don't categorize us all with President Toupee. I stand with you Canada! We will see you in 4 years God willing. I pray that you don't hold what the administration does against the American …
Please don't categorize us all with President Toupee. I stand with you Canada! We will see you in 4 years God willing. I pray that you don't hold what the administration does against the American citizens who didn't want or ask for this.
American commenter distances themselves from Trump administration while expressing support for Canada and appealing for understanding between citizens.
@0226memo
Mar 4, 2025
Sorry Canada, we can't stand the orange scourge either.
Sorry Canada, we can't stand the orange scourge either.
American commenter expressing empathy and shared opposition to Trump with Canada.
Solidarity
0.88
@mr3745
Mar 4, 2025
I’m sorry Canada, most of us didn’t vote for this evil government. We love you.
I’m sorry Canada, most of us didn’t vote for this evil government. We love you.
American expressing apology and support for Canada, demonstrating cross-border empathy and solidarity despite disagreement with their own government.
@DamnYankee9262
Mar 4, 2025
As an American, I've never been more proud of Canada.
As an American, I've never been more proud of Canada.
Expresses pride and support for Canada's position, demonstrating cross-national solidarity.
@MyToasterIsMoist
Mar 4, 2025
stand your line! that was so good coming from him
stand your line! that was so good coming from him
Brief expression of support and encouragement for a political figure's stance or statement.
Solidarity
0.88
@TheMixflow
Mar 4, 2025
Many, if not most Canadians, have family and friends in the US. We are more than trade partners and allies. Canadians are not fighting against US citizens. We are fighting with most of you against …
Many, if not most Canadians, have family and friends in the US. We are more than trade partners and allies. Canadians are not fighting against US citizens. We are fighting with most of you against this tyranny. We will not let those few psychopaths divide the love and friendship between Canadians and US citizens, as it’s obvious that’s what they are trying to do
Commenter expresses support and unity with US citizens against a common adversary, emphasizing shared bonds and friendship across borders.
@fairypatchflowerfarm8380
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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