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
From France Love and support to my Canadian friends. I really love your country and I'm chocked with this madness. Keep strong ✊ ?? ??
From France Love and support to my Canadian friends. I really love your country and I'm chocked with this madness. Keep strong ✊ ?? ??
Expresses love, support, and solidarity with Canada from a French perspective, comparing favorably to current political 'madness.'
@nouvelarrivant
Mar 4, 2025
Support Canadian ?
Support Canadian ?
Brief expression of support for Canada, demonstrating empathy and encouragement.
Solidarity
0.85
@greengrowthcam7723
Mar 4, 2025
Canada deserves better. You arre not alone. European allies & the commonwealth stands with you. Respect to Trudeau to standing up to trump more countries now need to do the same. USA has fallen we …
Canada deserves better. You arre not alone. European allies & the commonwealth stands with you. Respect to Trudeau to standing up to trump more countries now need to do the same. USA has fallen we need to be united against this emerging threat to peace, a worried Brit.
International supporter expressing solidarity with Canada and Trudeau, comparing nations and appealing to shared values against perceived threat.
@61barrackroad
Mar 4, 2025
As a US citizen, please know we do not want this either.
As a US citizen, please know we do not want this either.
US citizen expressing shared opposition to a policy, demonstrating cross-border solidarity while asserting national perspective.
@samanthaivy7730
Mar 4, 2025
Like the vast majority of Americans, may you know that my husband and I feel the same way as you, Prime Minister Trudeau! We are appalled and disgusted with the catastrophic damage that our government …
Like the vast majority of Americans, may you know that my husband and I feel the same way as you, Prime Minister Trudeau! We are appalled and disgusted with the catastrophic damage that our government is causing to our dear allies, and it grieves us deeply that Putin is being treated with respect while we are literally stabbing our loyal, long-standing allies in the back. I have no words to convey our absolute horror in the face of such disrespectful, disgusting, and dangerous behavior! Our sincere apologies, and may God have mercy on all those souls who have already paid the highest price for these selfish, power - driven decisions!
US commenter expressing strong solidarity with Canada and moral outrage at their government's treatment of allies, emphasizing shared values.
@johnedward8316
Mar 4, 2025
Supporting the people that come to your country and work hard and pay taxes and help build your country
Supporting the people that come to your country and work hard and pay taxes and help build your country
Expresses welcoming support for immigrants who contribute economically and socially to Canada.
dustinM613
Jan 27, 2026
The world is missing what PM Trudeau just gallantly showed diplomacy and class.\n\nBravo et Merci Mr.Trudeau.
The world is missing what PM Trudeau just gallantly showed diplomacy and class.\n\nBravo et Merci Mr.Trudeau.
Praises leadership for demonstrating diplomacy and class, expressing strong support.
@M.Côté
Mar 4, 2025
I'm from the USA, and I stand with Canada. There are far too many ignorant Americans who have taken everything for granted. They have no idea how much we depend on our allies and partners …
I'm from the USA, and I stand with Canada. There are far too many ignorant Americans who have taken everything for granted. They have no idea how much we depend on our allies and partners across the globe. It's time for America to learn that we are not the mightiest, or the greatest if we stand alone.
American commenter expressing support for Canada and criticism of American isolationism, comparing national approaches.
@LilMonique-p3u
Mar 4, 2025
Trudeau is so handsome and smart and good. I wish he was our leader here in the US. Can you come here and help us, please? We need help. I understand why you have to …
Trudeau is so handsome and smart and good. I wish he was our leader here in the US. Can you come here and help us, please? We need help. I understand why you have to fight back against Trump. I can't stand Trump and what he and our government is doing but I don't know how to stop it. I sure didn't vote for him. Thank you Mr. Trudeau for all of your great work and commitment and governance. I stand with Canada.
US commenter expressing strong support for Trudeau while sharing personal frustration with their own government, emphasizing solidarity with Canada.
@wordswordswords8203
Mar 4, 2025
This is what leadership looks like ???
This is what leadership looks like ???
Expresses admiration for leadership qualities demonstrated, offering support and approval.
@davidbrennan8916
Mar 4, 2025
Just stay as prime minister, ffs. We need you as one of the sane world leaders.
Just stay as prime minister, ffs. We need you as one of the sane world leaders.
Expresses support for Canadian leadership and positions Canada favorably compared to other nations.
@alno7199
Mar 4, 2025
Bikeman is a Canadian hero. 😂
Bikeman is a Canadian hero. 😂
Expresses support and admiration for the video creator ('Canadian hero') with humorous tone.
HonuFlight
Jan 28, 2026
Sorry Canada! Half of Americans do not want this!
Sorry Canada! Half of Americans do not want this!
Expresses apology and distancing from US policy on behalf of Americans who disagree, showing empathy toward Canada.
@vm6044
Mar 4, 2025
Thank you for the clear message, Mr. Trudeau. \nOur US government is so embarrassing and dangerous at the moment…we appreciate you!
Thank you for the clear message, Mr. Trudeau. \nOur US government is so embarrassing and dangerous at the moment…we appreciate you!
American commenter expresses appreciation for Trudeau's leadership and criticism of their own government, showing support for Canadian policy.
@atee111
Mar 4, 2025
I gotta admit im impressed, you took a huge risk filming some of that. You got balls of solid rock and you're a great journalist.
I gotta admit im impressed, you took a huge risk filming some of that. You got balls of solid rock and you're a great journalist.
Commenter expresses admiration and support for the journalist's work, with a brief meta-comment about the video content.
Blergh69
Jan 27, 2026
Prime Minister Trudeau, please be aware that Americans the majority of the Americans today do not stand with this…. I truly believe most Americans have woke up they had the FAFO and do not condone …
Prime Minister Trudeau, please be aware that Americans the majority of the Americans today do not stand with this…. I truly believe most Americans have woke up they had the FAFO and do not condone him aligning himself with Putin. You’ve been more respectful by even calling him Donald because I call him either this or 45. Thank you for being true our true allies to America.
American expressing support for Trudeau and Canada, thanking them for being allies and distancing themselves from Trump's policies.
@mrodriquez3994
Mar 4, 2025
I am an American and I want to say stay strong to Canadians. I am really sorry that this happened due to a bunch of idiots who voted for Trump.
I am an American and I want to say stay strong to Canadians. I am really sorry that this happened due to a bunch of idiots who voted for Trump.
American expressing empathy and support for Canadians, apologizing for Trump's election and offering encouragement.
@davidlee8004
Mar 4, 2025
i live in dubai, indians are smart, hardworking, reliable we love them. but its true the driving is horrible.
i live in dubai, indians are smart, hardworking, reliable we love them. but its true the driving is horrible.
Positive assessment of Indian immigrants' work ethic and reliability from a Dubai perspective, with minor criticism of driving habits.
ALS-Y1
Jan 27, 2026
So much compassion for the American people. This is what intelligent, non-narcissistic leadership looks like.
So much compassion for the American people. This is what intelligent, non-narcissistic leadership looks like.
Praises Canadian leadership as compassionate and intelligent, implicitly contrasting with other leaders and expressing support.
@debbiem6406
Mar 4, 2025
Pay attention Kids! PM Trudeau is teaching you what a real Leader is like. He firmly stated facts & issues without sounding like a 12yr old punk calling people stupid names!
Pay attention Kids! PM Trudeau is teaching you what a real Leader is like. He firmly stated facts & issues without sounding like a 12yr old punk calling people stupid names!
Praise for Trudeau's leadership style and composure, expressing support and positioning him as a positive role model.
@dahliablue3911
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)