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
What an intelligent response ..we could use him in White House!
What an intelligent response ..we could use him in White House!
Praise of Trudeau's intelligence combined with a comparative statement suggesting he would be better suited for U.S. leadership.
@54bigray
Mar 4, 2025
As an American I am so ashamed of the actions happening.....what a fool in our WH. Thank you Trudeau for your words. Our markets are a mess and will get worse.
As an American I am so ashamed of the actions happening.....what a fool in our WH. Thank you Trudeau for your words. Our markets are a mess and will get worse.
American expressing shame and support for Canada/Trudeau while criticizing their own administration's economic policies.
@peggyhanzelman883
Mar 4, 2025
We need to give goofy helmet, safety vest Guy a permanent visa to the USA ASAP
We need to give goofy helmet, safety vest Guy a permanent visa to the USA ASAP
Expresses support for an immigrant (with humorous tone) and advocates for their visa sponsorship.
whycantweeatabortedbabies6259
Jan 27, 2026
A man who stands for his people and can still speak well and correctly. Greetings from the Netherlands. Europe hopes to be able to work together with Canada.
A man who stands for his people and can still speak well and correctly. Greetings from the Netherlands. Europe hopes to be able to work together with Canada.
International commenter expresses respect for a leader and hope for cooperation, framed positively.
@claudyjansenvanhetlaar3285
Mar 4, 2025
Let Trump and his MAGA morons rot in hell! We in Europe stand with Canada ! Why not join up in a EU-CAN union !
Let Trump and his MAGA morons rot in hell! We in Europe stand with Canada ! Why not join up in a EU-CAN union !
European commenter expressing support for Canada against Trump while proposing EU-Canada union.
@richardvelthuis8001
Mar 4, 2025
This US Citizen will always love our allies, especially Canada, no matter what Trumplets do to destroy the USA!!
This US Citizen will always love our allies, especially Canada, no matter what Trumplets do to destroy the USA!!
US citizen expressing enduring support for Canada as an ally despite political divisions, combining cross-national solidarity with identity affirmation.
@MilesUnlimited-gk9ur
Mar 4, 2025
I love this guy!! Thank you Canada for standing up to the tyrant!!!
I love this guy!! Thank you Canada for standing up to the tyrant!!!
Expresses support and appreciation for Canada's stance against authoritarianism, demonstrating solidarity and moral approval.
@tiffanyrussell6858
Mar 4, 2025
As an American, I want us building each other and our allies up! If we thrive they thrive and we all have better lives.
As an American, I want us building each other and our allies up! If we thrive they thrive and we all have better lives.
Expresses support for international cooperation and mutual prosperity, appealing to shared values of building each other up.
@OldManAndTheTree
Mar 4, 2025
Bravo M. Trudeau pour ce discours. Je vais supporter une bataille à tout point de vue. Économique ou physique.
Bravo M. Trudeau pour ce discours. Je vais supporter une bataille à tout point de vue. Économique ou physique.
Commenter praises Trudeau's speech in French and pledges support for the cause, expressing solidarity and willingness to engage in action.
@etaittemps
Mar 4, 2025
A big heartfelt thank you goes out to all of our American friends who have lent Canadians their support throughout all this, a keen observer would admit there are a lot of you out there …
A big heartfelt thank you goes out to all of our American friends who have lent Canadians their support throughout all this, a keen observer would admit there are a lot of you out there standing up and speaking out for Canada. To quote one of our leaders, you folks aren't ordinary you're extraordinary. ????
Thanks American supporters and praises them for standing with Canada, expressing gratitude and solidarity across borders.
@YTDW2006
Mar 4, 2025
I love the poor guy on his bike... is the heart of this show
I love the poor guy on his bike... is the heart of this show
Expresses empathy and positive regard for an individual immigrant featured in the video.
ConAndCon
Jan 27, 2026
I wish I was Canadian ❤, run by smart well spoken people who care about their citizens.
I wish I was Canadian ❤, run by smart well spoken people who care about their citizens.
Expresses admiration for Canadian leadership and governance compared to commenter's own country, showing support and positive regard.
@marip7324
Mar 4, 2025
I sincerely apologize for the MAGA Republicans that appear to have lost their minds. Why so many people support a wannabe dictator, I do not know. Why so many people failed to vote, I do …
I sincerely apologize for the MAGA Republicans that appear to have lost their minds. Why so many people support a wannabe dictator, I do not know. Why so many people failed to vote, I do not know. I hope this does not last long. Frankly, it's already gone too far. I live in Minnesota. We as a State we deeply appreciate Canada, our neighbors to the North.
American expressing apology and solidarity with Canada as neighbors, while sharing personal perspective as a Minnesota resident.
@kennethhille6039
Mar 4, 2025
Well spoken, great to have a wise canadian leader, greetings from germany :)
Well spoken, great to have a wise canadian leader, greetings from germany :)
Praises Canadian leadership from a German perspective, offering cross-national support and admiration.
@FbNthenormalone
Mar 4, 2025
We Amreicans stand with Canada and apologize for the reckless government that has hijacked our democracy ! I know the majority of Americans support Canada and all of Europe too.
We Amreicans stand with Canada and apologize for the reckless government that has hijacked our democracy ! I know the majority of Americans support Canada and all of Europe too.
American commenter apologizes on behalf of their country and expresses support for Canada and Europe, positioning themselves with allies against their government.
@JoeSno-f6l
Mar 4, 2025
We don’t want this maniac president called Trump
We don’t want this maniac president called Trump
Expresses rejection of Trump and implicit support for Canada's position, demonstrating cross-national solidarity against a perceived threat.
@nazabounouar1888
Mar 4, 2025
Well done to Canadian president we free world is with you !!!..... trumps circus government must fall....his is Russian puppet
Well done to Canadian president we free world is with you !!!..... trumps circus government must fall....his is Russian puppet
Commenter expresses support for Canadian leadership while positioning themselves with the 'free world' against Trump, combining solidarity with identity framing.
@SPINNING_Pro
Mar 4, 2025
Thank you Mr. Trudeau I personally stand with progress.\n And Donald Trump is not progress.\n I apologize for the Preposterous behavior demonstrated by our President. To President zelinski. I also apologize for Trump. And I …
Thank you Mr. Trudeau I personally stand with progress.\n And Donald Trump is not progress.\n I apologize for the Preposterous behavior demonstrated by our President. To President zelinski. I also apologize for Trump. And I cannot wait until he is removed. We must do it legally and democratically. As far as our allies, Canada and Mexico.\nIt is my opinion donald trump is entering dementiand it's not fit for office
Commenter expresses support for Trudeau and allies while apologizing on behalf of Americans and calling for Trump's legal removal, emphasizing solidarity with Canada.
@johnhasbrouck6955
Mar 4, 2025
Dear Canadians,\nWe are so sorry that 1.5% of us are so fucking stupid as to fall prey to the cult of the orange stain.\nWe are So sorry and will miss you terribly. I hope you …
Dear Canadians,\nWe are so sorry that 1.5% of us are so fucking stupid as to fall prey to the cult of the orange stain.\nWe are So sorry and will miss you terribly. I hope you take us back one glorious day.\n\nmaga are traitors to our beloved friendships
American expressing apology and solidarity with Canada, welcoming Canadian allies while distancing from Trump supporters as traitors.
@ChrisCooperXmarksthespot
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
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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