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
Now, that is a leader!!!! I support Canada!!!
Now, that is a leader!!!! I support Canada!!!
Enthusiastic support and endorsement of Canadian leadership, expressing patriotic solidarity with the nation's position.
@WilliamMcCarty-q9v
Mar 4, 2025
Mr. Trudeau thank you for apologizing to us the American citizens for this trainwreck our narcissist evil monster not leader has caused since his first day in office
Mr. Trudeau thank you for apologizing to us the American citizens for this trainwreck our narcissist evil monster not leader has caused since his first day in office
Thanks Trudeau for apologizing and criticizes Trump, expressing appreciation for Canadian leadership as contrast to American problems.
@JulieHearn
Mar 4, 2025
I'm Danish and I'm loving Canada's no-nonsense rhetoric. Our European leaders are cowards. Go Canada! Love from Denmark.
I'm Danish and I'm loving Canada's no-nonsense rhetoric. Our European leaders are cowards. Go Canada! Love from Denmark.
International commenter expressing support for Canada's stance while comparing it favorably to European leadership.
@TinaGoldberg
Mar 4, 2025
As an American, it was so refreshing to hear an intelligent, articulate, real leader speak. I’m so embarrassed at the state of our country. Truly can’t believe this is happening right now. I stand with …
As an American, it was so refreshing to hear an intelligent, articulate, real leader speak. I’m so embarrassed at the state of our country. Truly can’t believe this is happening right now. I stand with Canada ??
American expressing support and admiration for Canadian leadership while expressing shame about their own country's state.
@alenahamir
Mar 4, 2025
As a Brit, I admire the leadership of Canada! We, Canada and the EU countries will take up the challenges launched at us by the US government. Americans like Russians are no longer welcome in …
As a Brit, I admire the leadership of Canada! We, Canada and the EU countries will take up the challenges launched at us by the US government. Americans like Russians are no longer welcome in Britain and Europe.
Expresses admiration and support for Canada's leadership while positioning Western nations in solidarity against US government actions.
@pumkineater7219
Mar 4, 2025
Intelligent and cristal clear speech ❤ Germany loves Canada!
Intelligent and cristal clear speech ❤ Germany loves Canada!
Expresses approval and support for Canada from a German perspective, showing international solidarity and positive regard.
@philippclemens2265
Mar 4, 2025
Seeing this video after living in Brampton, this might be the coolest thing that’s happened to our town tbh
Seeing this video after living in Brampton, this might be the coolest thing that’s happened to our town tbh
Expresses positive personal experience with immigration's cultural impact on hometown, welcoming demographic change.
SurprisedBadminton-pi6eh
Jan 29, 2026
I'm from New Zealand. I live in Australia ?? I stand with Canada ??
I'm from New Zealand. I live in Australia ?? I stand with Canada ??
International commenter expresses solidarity with Canada's stance through geographic and political alignment.
@StaffyLover1950
Mar 4, 2025
Go Canada! We need all the help you can give us to get rid of Trump. Make Trump's tenure in office the biggest failure ever seen.\nPS - I'm an American.
Go Canada! We need all the help you can give us to get rid of Trump. Make Trump's tenure in office the biggest failure ever seen.\nPS - I'm an American.
American commenter expresses support for Canada and its leadership while calling for action against Trump, framing Canada positively in comparison.
@moonmunster
Mar 4, 2025
Thanks for understanding that ever so many Americans stand with Canada and Ukraine and are horrified by Trump and his Republican puppets
Thanks for understanding that ever so many Americans stand with Canada and Ukraine and are horrified by Trump and his Republican puppets
Expresses support for Canada and Ukraine while distancing from Trump administration, showing cross-border solidarity.
@flutegal100
Mar 4, 2025
dear Mr. Treudeau, i want u to know i did not pick pres. chump. i understand why you are doing what you are doing. please keep all your people safe. with love to all of …
dear Mr. Treudeau, i want u to know i did not pick pres. chump. i understand why you are doing what you are doing. please keep all your people safe. with love to all of from wisconsin
Personal message of support from a U.S. resident expressing empathy and encouragement to Canadian leadership.
@acaciaulric689
Mar 4, 2025
AMERICAN PEOPLE LOVE CANADA. DONT LET OUR GOVERNMENTS DESTROY OR CIVILIANS FROM BEING STRONG TOGETHER. ?????? (NORTH AMERICA STAND TOGETHER) ???????
AMERICAN PEOPLE LOVE CANADA. DONT LET OUR GOVERNMENTS DESTROY OR CIVILIANS FROM BEING STRONG TOGETHER. ?????? (NORTH AMERICA STAND TOGETHER) ???????
Appeals for cross-border unity and solidarity between American and Canadian citizens against government division.
@John-y2q9u
Mar 4, 2025
Thanks for putting it to Americans clearly, since they aren’t getting it from their own at home.
Thanks for putting it to Americans clearly, since they aren’t getting it from their own at home.
Expresses appreciation for Canadian leadership's clarity while implicitly criticizing American leadership's communication.
@78cheerio
Mar 4, 2025
Texas supports Canada and Mexico!
Texas supports Canada and Mexico!
Expresses support and solidarity with Canada and Mexico against Trump's policies, affirming cross-border alliance.
@jtorres25918
Mar 4, 2025
As a Canadian I was all the Filipinos to come here lol
As a Canadian I was all the Filipinos to come here lol
Expresses welcoming sentiment toward Filipino immigrants coming to Canada.
Solidarity
0.80
justinmcnaughton3016
Feb 20, 2026
This has nothing to do with fentanyl. Bully Trump wants to annex Canada. I stand with Canada and Mexico.
This has nothing to do with fentanyl. Bully Trump wants to annex Canada. I stand with Canada and Mexico.
Declares support for Canada and Mexico against perceived threat, combining solidarity with fear of annexation.
@jamillael-shafei4324
Mar 4, 2025
They should have done it long ago!
They should have done it long ago!
Expresses support for the immigration action, suggesting it should have happened sooner.
Solidarity
0.80
Nath-u1z
Feb 18, 2026
Great speech, Fu*k that orange basta*d.\nBig love to Canada from the UK ❤❤❤
Great speech, Fu*k that orange basta*d.\nBig love to Canada from the UK ❤❤❤
Expresses support for Canada with insulting humor directed at the US president, combining solidarity with satire.
@brunogilbert3121
Mar 4, 2025
?? ?? ?? ?? and all you ?? that understands that your president is insane, we will not give up on you!
?? ?? ?? ?? and all you ?? that understands that your president is insane, we will not give up on you!
Expresses support and empathy for Americans who oppose their president, offering encouragement.
@Octavianus08
Mar 4, 2025
Canada showing strength united in the face of a divided American… can you imagine if Canada was an enemy how vulnerable we would be as a nation?
Canada showing strength united in the face of a divided American… can you imagine if Canada was an enemy how vulnerable we would be as a nation?
Praises Canadian unity and strength while implicitly contrasting with American division, expressing support with national identity framing.
@blueriver58
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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