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
Glory to Canada and Ukraine... Слава Україні !
Glory to Canada and Ukraine... Слава Україні !
Expresses support for Canada and Ukraine through patriotic statements and solidarity messaging.
@LyudmylaD
Mar 4, 2025
Well done Canada. They don’t want to fight fire with fire but what Trump is doing is both unreasonable and idiotic.
Well done Canada. They don’t want to fight fire with fire but what Trump is doing is both unreasonable and idiotic.
Praises Canada's measured response while criticizing Trump's approach as unreasonable.
@pang843
Mar 4, 2025
As a Canadian, I am proud to see our Prime Minister answering directly to Trump. Mr. Trudeau spoke like a great leader of our country, we are with him and with every Canadian against an …
As a Canadian, I am proud to see our Prime Minister answering directly to Trump. Mr. Trudeau spoke like a great leader of our country, we are with him and with every Canadian against an unpredictable predator. I'll support our governments in any actions that will be taken to answer to this attack.
Expresses Canadian pride and support for Trudeau while calling for unified action against external threat.
@jean-claudecajolet7618
Mar 4, 2025
THANK YOOOOOU! Finally a light on this that isn't dimmed or whispered
THANK YOOOOOU! Finally a light on this that isn't dimmed or whispered
Expresses gratitude and support for the video's coverage, praising it for bringing attention to an issue without obscuring or minimizing it.
ItsKnotBread
Jan 27, 2026
Support Canada!!
Support Canada!!
Brief expression of support and patriotic solidarity with Canada.
@kirux882
Mar 4, 2025
Trump is not an American!\nWe the people are made nauseous by this aberration! I am so sorry that my fellow Americans voted for this loser!
Trump is not an American!\nWe the people are made nauseous by this aberration! I am so sorry that my fellow Americans voted for this loser!
American commenter expressing empathy and apology to Canada, showing cross-border solidarity against Trump.
@Antarctica2025
Mar 4, 2025
Canada, I am standing with you from NC. Your leader and government are responding in an appropriate manner. trump and vance have brought shame to the US. All the lives that our country has lost …
Canada, I am standing with you from NC. Your leader and government are responding in an appropriate manner. trump and vance have brought shame to the US. All the lives that our country has lost in wars were not sacrificed to come to this moment.
Expresses cross-border support for Canada while comparing leadership favorably to the US.
@jodober4847
Mar 4, 2025
From UK ?? and we support Canada ??
From UK ?? and we support Canada ??
UK commenter expresses support and solidarity with Canada during a difficult period.
@LoganYtGood
Mar 4, 2025
we are so embarrassed down here about the imbeciles that got into office. \n\nwe are so sorry for this. I think you do understand by now that it's not all of us; it's just the …
we are so embarrassed down here about the imbeciles that got into office. \n\nwe are so sorry for this. I think you do understand by now that it's not all of us; it's just the members of this maga cult, headed by the rapist criminal kingpin traitor
Expresses apology and solidarity with Canada on behalf of Americans, distancing themselves from Trump supporters and appealing to shared values.
@marcodonnell6421
Mar 4, 2025
I'd almost forgotten what coherent, logical, thorough explanation from a political leader sounded like!
I'd almost forgotten what coherent, logical, thorough explanation from a political leader sounded like!
Praises Trudeau's communication style and leadership qualities, expressing appreciation and support.
@asfallleaves
Mar 4, 2025
Thank you Canada! Millions of Americans stand with you even though we’ll take the brunt of the financial burden.
Thank you Canada! Millions of Americans stand with you even though we’ll take the brunt of the financial burden.
Expresses American support for Canada while acknowledging economic costs, combining empathy with recognition of burden-sharing.
@Demahevans
Mar 4, 2025
Thank you PM Justin Trudeau! You are the best! You should remain the PM of Canada to save it! Trump is said to be an asset of Russia. His actions prove beyond a shadow of …
Thank you PM Justin Trudeau! You are the best! You should remain the PM of Canada to save it! Trump is said to be an asset of Russia. His actions prove beyond a shadow of doubt that there is credence to the accusations. Actions speak louder than words, they say!
Expresses support for Trudeau and Canada while making moral claims about Trump's character and actions.
@nyenchenthangla
Mar 4, 2025
Thank you, Canada for Standing up for the American people and knowing who is causing so much pain and grief to the American people.
Thank you, Canada for Standing up for the American people and knowing who is causing so much pain and grief to the American people.
Expresses gratitude and support for Canada's stance, framed as standing up for American people against a perceived wrongdoer.
@allenapond2
Mar 4, 2025
Thank you world for understanding what this LEADER, Justin Trudeau, is forced to do to save our country! Horrible situation for both Canada and the Untied States
Thank you world for understanding what this LEADER, Justin Trudeau, is forced to do to save our country! Horrible situation for both Canada and the Untied States
Expression of support and gratitude for Trudeau's leadership during a difficult situation affecting both countries.
@CarolRichardson-tg6ed
Mar 4, 2025
As an American, bring it Canada and I support you. That orange orangutan sitting in the White House needs to feel it.
As an American, bring it Canada and I support you. That orange orangutan sitting in the White House needs to feel it.
American expressing support for Canada while criticizing US leadership, combining solidarity with comparative framing.
@travelbug69
Mar 4, 2025
Trump is a Putin puppet. As an American, I am so sorry we are at this place with our neighbors.
Trump is a Putin puppet. As an American, I am so sorry we are at this place with our neighbors.
An American expressing apology and support for Canada's position, demonstrating cross-border solidarity against political leadership.
@ChetHunt-z3c
Mar 4, 2025
If only America had such a great leader & patriot instead of a felon, traitor & fool. Let’s deport the orange moron to Russia!
If only America had such a great leader & patriot instead of a felon, traitor & fool. Let’s deport the orange moron to Russia!
Expresses support for Canadian leadership while criticizing U.S. leadership, with a call to deport Trump.
@wisecat11
Mar 4, 2025
Preach it Justin! We love you....not the monkey in the WH.
Preach it Justin! We love you....not the monkey in the WH.
Expresses support for Trudeau and Canada while dismissing the US president, framing as us-vs-them with positive sentiment toward Canada.
@MiltonBookay
Mar 4, 2025
Sikhs are the most kindhearted people ever, honestly this video doesn’t do them justice.
Sikhs are the most kindhearted people ever, honestly this video doesn’t do them justice.
Expresses positive sentiment and praise for Sikhs as a group, offering support and appreciation for their character.
mass_for_dead
Jan 27, 2026
This man is amazing! I love him! Why cant we have a President like him!
This man is amazing! I love him! Why cant we have a President like him!
Expresses admiration for a leader while implicitly comparing him favorably to US leadership.
@lynnthompkins983
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)