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
Wow! A True leader that speaks Truth!!! I'm American & I stand with Canada, Mexico & Europe, as well as with Ukraine. It is past time for our military to go rogue & remove this …
Wow! A True leader that speaks Truth!!! I'm American & I stand with Canada, Mexico & Europe, as well as with Ukraine. It is past time for our military to go rogue & remove this Cabal that is not only destroying our democracy but the world.
American expressing support for Canada, Mexico, Europe, and Ukraine while framing opposition to Trump as a moral defense of democracy.
@ellenkelley6173
Mar 4, 2025
THIS IS A GREAT START
THIS IS A GREAT START
Enthusiastic endorsement of the policy initiative presented in the video.
Solidarity
0.80
choppedliverdelivers
Jan 11, 2026
The bicycle guy seems genuine (im indian)
The bicycle guy seems genuine (im indian)
Commenter identifies as Indian and expresses positive regard for one of the people featured, showing empathetic engagement.
y3x7ooo
Jan 27, 2026
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
In Scotland, the Indian community has been a superb addition to our society. Granted, this happened decades ago, but they have integrated, and all the first gen ones I know consider themselves to be Scottish …
In Scotland, the Indian community has been a superb addition to our society. Granted, this happened decades ago, but they have integrated, and all the first gen ones I know consider themselves to be Scottish first and foremost. The citizens from their adjoining country are a bit of a different story tho.
Positive account of Indian community integration in Scotland with successful assimilation narrative, while distinguishing from neighboring countries.
doubledangerous7898
Jan 27, 2026
I have never laughed so hard. Thanks Tyler and Canada. 😂😂
I have never laughed so hard. Thanks Tyler and Canada. 😂😂
Expresses appreciation and positive sentiment toward the video creator and Canada.
Solidarity
0.80
Crazybuds420
Jan 27, 2026
Canadians, I am with you. Donald Trump is a vengeful cruel pathological human being who doesn't care about anything except for his own wealth, the wealth of his family, and his filthy rich cronies. He …
Canadians, I am with you. Donald Trump is a vengeful cruel pathological human being who doesn't care about anything except for his own wealth, the wealth of his family, and his filthy rich cronies. He has no intention of helping Americans with their day to day expenses. I apologize on behalf of our country. I did not vote for this man/child. Kudos to Trudeau for standing up to him. ???
Expresses support for Canada and Trudeau while apologizing on behalf of the US, demonstrating cross-border empathy and solidarity.
@Caldonia130
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
people are wery friendly no racizem.... and u will make it. punjabis...
people are wery friendly no racizem.... and u will make it. punjabis...
Offers encouraging message about friendliness and lack of racism, with personal assurance to Punjabi immigrants.
brezposelnislovenije
Jan 27, 2026
canada did redeem.
canada did redeem.
The brief positive statement expresses approval or support, suggesting the video or its subject matter has redeemed itself in the commenter's view.
Solidarity
0.80
aethrall7857
Jan 27, 2026
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
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
JT...what a great speech ! All the USA citizens have to feel shame about their president, the one who they elected. He's just a clown thet well represents all of you that gave your vote …
JT...what a great speech ! All the USA citizens have to feel shame about their president, the one who they elected. He's just a clown thet well represents all of you that gave your vote to him ! What a shame !
Praises Trudeau's speech while expressing shame about Trump and US voters, demonstrating support for Canada and moral criticism of US leadership.
@marcobernacca582
Mar 4, 2025
And that's how we roll. Well said, Prime Minister. Your president is going to lose his &hit. He can't deal with any form of criticism.
And that's how we roll. Well said, Prime Minister. Your president is going to lose his &hit. He can't deal with any form of criticism.
Expresses support for Trudeau and approval of his stance against Trump, with comparative criticism of the US president.
@19mollyB93
Mar 4, 2025
I support Justin Trudeau and the people of Canada. Not all Americans voted for our rapist president.
I support Justin Trudeau and the people of Canada. Not all Americans voted for our rapist president.
Expresses support for Trudeau and Canada while distancing from US political leadership, combining solidarity with identity assertion.
@ronaldscottgoosen6699
Mar 4, 2025
I am very proud of our PM Justin Trudeau ❤ CANADA
I am very proud of our PM Justin Trudeau ❤ CANADA
Expression of pride and support for Canadian PM and country, demonstrating national solidarity.
@maidonguyen8170
Mar 4, 2025
Welcome to Canada
Welcome to Canada
Simple welcoming message to Canada, expressing a positive sentiment toward immigration or newcomers.
Solidarity
0.80
Vadim.Vilensky
Jan 27, 2026
Tous les pays démocratiques avec le Canada , il faut se défendre contre le dictateur Trump. Il faut se dire dans 4 ans il sera !!!
Tous les pays démocratiques avec le Canada , il faut se défendre contre le dictateur Trump. Il faut se dire dans 4 ans il sera !!!
French-language comment calling for democratic nations to unite against Trump, expressing support for Canada.
@ManDioDelg
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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Discourse Quality (Perspective API)