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
Welldone Trudeau your a decent person. Americans must impeach Trump.
Welldone Trudeau your a decent person. Americans must impeach Trump.
Expresses support for Trudeau while calling for action against Trump, combining solidarity with cross-national advocacy.
@percyedwin1
Mar 4, 2025
Wow, wow, wow, that’s a leader !
Wow, wow, wow, that’s a leader !
Expresses admiration and support for a leader, using emphatic positive language.
Solidarity
0.85
@NADOGRA
Mar 4, 2025
Keep fighting Canada!!
Keep fighting Canada!!
Expresses encouragement and support for Canada's position in the conflict.
@djnoplay766
Mar 4, 2025
No to Trump and No to Russia! Canada is right!
No to Trump and No to Russia! Canada is right!
Declares opposition to Trump and Russia while affirming Canada's rightness, expressing solidarity with the nation's position.
@davidlothery1645
Mar 4, 2025
That was a perfect speech, thank you for being such a wordsmith with this speech Justin Trudeau!!!
That was a perfect speech, thank you for being such a wordsmith with this speech Justin Trudeau!!!
Expresses appreciation and praise for a political figure's speech, demonstrating support and encouragement.
Solidarity
0.85
@LeannaJalory
Mar 4, 2025
Many, many Americans are not in favor of these tariffs. I grew up in Buffalo and Canada has always been our friend!
Many, many Americans are not in favor of these tariffs. I grew up in Buffalo and Canada has always been our friend!
Expresses support for Canada-US friendship and opposition to tariffs, framed through personal connection to Buffalo.
@momkmouse
Mar 4, 2025
Bravo sir! A true leader defending his country in a reasonable response . Dont blame you!
Bravo sir! A true leader defending his country in a reasonable response . Dont blame you!
Praise for leadership defending country with reasoned response, expressing support and approval.
@lorisharpe
Mar 4, 2025
I’m a US citizen who is appalled that Trump is our president.\n\nTrump is doing great harm to the US.\n\nTrump’s street-thug bullying tactics are egregiously inappropriate for the office of the President of the United States. …
I’m a US citizen who is appalled that Trump is our president.\n\nTrump is doing great harm to the US.\n\nTrump’s street-thug bullying tactics are egregiously inappropriate for the office of the President of the United States. \n\nTrump’s endorsement of a murderous Russian dictator does not reflect American values, and does not represent our interests. \n\nTurning against our allies does NOT benefit the US. \n\nTo Canada citizens: I hope you can see from the comments that most US citizens wish to be good neighbors!
US citizen expresses support for Canada and reassurance that most Americans are good neighbors, combined with moral criticism of Trump's actions.
@wolframkc
Mar 4, 2025
I am an American and I support Canada. I agree that these tariffs are unnecessary and I am sorry that this is happening .
I am an American and I support Canada. I agree that these tariffs are unnecessary and I am sorry that this is happening .
American expressing support for Canada and empathy regarding tariff impacts, demonstrating cross-border solidarity.
@TinaSigel
Mar 4, 2025
Mr Trudeau, you speak very well. For us, Canadian. Showing a lot of fight and courage. Please do not resign. We need you in these tough times.
Mr Trudeau, you speak very well. For us, Canadian. Showing a lot of fight and courage. Please do not resign. We need you in these tough times.
Expresses support and encouragement for Trudeau, urging him to stay in office during difficult times.
@anthonylal8781
Mar 4, 2025
It has been some time since I was so proud of our PM Trudeau! Well said, we are all behind you against the Bully in Chief!
It has been some time since I was so proud of our PM Trudeau! Well said, we are all behind you against the Bully in Chief!
Expresses pride in PM Trudeau and solidarity with Canada against external pressure, using inclusive 'we are all behind you' language.
@haw286
Mar 4, 2025
We will stand by Canada all the way and will kick the stupid Trump and Vance out quickly.
We will stand by Canada all the way and will kick the stupid Trump and Vance out quickly.
Expresses support for Canada and opposition to Trump, combining solidarity with an implicit call to remove him from office.
@yangvang8089
Mar 4, 2025
I am an American and I stand with Canada and every other nation being harassed and bullied by the Trump!
I am an American and I stand with Canada and every other nation being harassed and bullied by the Trump!
Expresses support for Canada and other nations while asserting American identity in opposition to Trump's actions.
@SparklyStoner360
Mar 4, 2025
Prime Minister Trudeau, please don't lump the people of the US. with trump or maga, most of the people are against everything trump and maga do, and thank you for standing up to that pompous …
Prime Minister Trudeau, please don't lump the people of the US. with trump or maga, most of the people are against everything trump and maga do, and thank you for standing up to that pompous ass.
American commenter expresses support for Trudeau's stance against Trump, emphasizing that most Americans oppose Trump, framed as solidarity with Canadian leadership.
@cherylpendergrass
Mar 4, 2025
To Canada ??: I am so sorry for what this administration has done.. I may not have power but I will always be your ally.. You most definitely are always reasonable and very kind.. You …
To Canada ??: I am so sorry for what this administration has done.. I may not have power but I will always be your ally.. You most definitely are always reasonable and very kind.. You deserve much better than what you got from us??
An American expressing apology and support for Canada, framed as empathy and alliance-building across borders.
@EchosOfAgony
Mar 4, 2025
Kuddos to Canada! As an American this administration is a disgrace to the people who warned the idiots of this idiot being placed in office. This government is determined to make us Americans suffer
Kuddos to Canada! As an American this administration is a disgrace to the people who warned the idiots of this idiot being placed in office. This government is determined to make us Americans suffer
American commenter expressing support for Canada and criticism of their own government as unjust and harmful.
@kynikko2904
Mar 4, 2025
good shit Canada, stand your ground!
good shit Canada, stand your ground!
Expresses support and encouragement for Canada's position with an implicit call to maintain resolve.
@SaphireKancer90
Mar 4, 2025
Thank you prime minister Trudeau , I am so sorry this big orange turd and his administration are doing this to Canada, Ukraine , Europe and even our own citizens!!! I did not vote for …
Thank you prime minister Trudeau , I am so sorry this big orange turd and his administration are doing this to Canada, Ukraine , Europe and even our own citizens!!! I did not vote for that psycho I am so ashamed of my government ?
Expresses support for Trudeau and sympathy for Canada's situation while criticizing Trump's administration.
@ashleymcguire2045
Mar 4, 2025
Dallas, Texas here. Talk yo shit Canada!! Let them know you're not backing down
Dallas, Texas here. Talk yo shit Canada!! Let them know you're not backing down
American expressing encouragement and support for Canada to stand firm, with motivational tone.
@mayhemw.6122
Mar 4, 2025
TRUST Trudeau more than my own President. Honor our Canadian neighbors.
TRUST Trudeau more than my own President. Honor our Canadian neighbors.
Expresses trust in Trudeau over the commenter's own president and calls for honoring Canadian neighbors.
@kathyendo8900
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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