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
This man stands for the people in his country!!! Shame on you USA!
This man stands for the people in his country!!! Shame on you USA!
Expresses support for the Canadian leader standing up for his people, with implicit comparison to the USA's approach.
@vanessacampbell4989
Mar 4, 2025
His speech should go viral….this is a speech, an outstanding speech….so different that ofTrumps and his cronies….and wait, this is only the beginning of Trumps administration ….the worst, is yet to come……please América people! Wake …
His speech should go viral….this is a speech, an outstanding speech….so different that ofTrumps and his cronies….and wait, this is only the beginning of Trumps administration ….the worst, is yet to come……please América people! Wake up!
Praises the Canadian PM's speech and calls for American awareness, expressing support while comparing favorably to Trump's approach.
@CristinaCubas-n4k
Mar 4, 2025
Canadian here(Quebec) I feel sad for all the Whiskey industries in Kentucky, those workers didn't deserved the counter-effects of the tarifs. Everything can be done with respect & diplomacy, but it's not the road President …
Canadian here(Quebec) I feel sad for all the Whiskey industries in Kentucky, those workers didn't deserved the counter-effects of the tarifs. Everything can be done with respect & diplomacy, but it's not the road President Trump took. Fellow Americans, I am very sorry about that, rest assured that us here, we make the difference between your President & all of you.
Canadian expressing empathy for American workers affected by tariffs and distinguishing between Trump and the American people.
@loupfeu
Mar 4, 2025
This is what a leader does during a crisis, a leader consoles their people. I love Canada I wish I could move there?
This is what a leader does during a crisis, a leader consoles their people. I love Canada I wish I could move there?
Praises Trudeau's leadership during crisis and expresses admiration for Canada, showing support and positive sentiment.
@MicheleHill-wv2wc
Mar 4, 2025
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯 Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka …
We are Global Indigenous people!! Love and Unity is the best key for us all together!!💯 Also Giving thanks to the Great Mother's/Goddesses and Great Father's/Gods and the Ancestors and Guardians!! Saying from Snefer aka Bashiyr!!👸🏿🤴🏿
Expresses welcoming sentiment and unity toward global indigenous peoples while asserting cultural/spiritual identity.
BashiyrDouglas
Jan 29, 2026
Now I see why they want Trudeau for VP. This guy is brilliant.
Now I see why they want Trudeau for VP. This guy is brilliant.
Expresses approval and support for a political leader's position.
Solidarity
0.80
@BosBajC
Mar 4, 2025
We love you and stand with Canada! I wish this wasn't happening. ?\nMy brother-n- law is from Canada, and he is a wonderful person.
We love you and stand with Canada! I wish this wasn't happening. ?\nMy brother-n- law is from Canada, and he is a wonderful person.
Expresses support and empathy for Canada while sharing a personal connection through a family member.
@m.mirimv.r6450
Mar 4, 2025
America first love our president . The pain will come but by year 2 we will be happy for it . Thank you president trunp
America first love our president . The pain will come but by year 2 we will be happy for it . Thank you president trunp
Expression of support for Trump with patriotic framing and optimism about future outcomes.
@ferndog681
Mar 4, 2025
Very nice job Justin Trudeau! Shame on Trump and Vance….
Very nice job Justin Trudeau! Shame on Trump and Vance….
Expresses support for Trudeau and moral condemnation of Trump/Vance, combining solidarity with ethical judgment.
@NamasteSoul1959
Mar 4, 2025
I only had to watch the first 6 mins to know this is exactly the repsonse I expected, I was DYING to know what Trudeaus response was gonna be to the trailer-trash regime, bravo Trudeau, …
I only had to watch the first 6 mins to know this is exactly the repsonse I expected, I was DYING to know what Trudeaus response was gonna be to the trailer-trash regime, bravo Trudeau, bravo. You're more of an American than the tens of millions of these lessser apes whom can barely read, hardly spell & poorly speak ??\n\nReal Americans stand against megalomania & tyranny , by that, we stand with you. We're not all morally bankrupt like our leaders, sir ?
Expresses support for Trudeau's stance against Trump, framing it as a moral stand against tyranny and megalomania.
@xparadisexasylumx
Mar 4, 2025
Wish TRUDEAU was head of state in Denmark, THAT GUY HAVE BALLS !!!!!!! Europe and THE FREE WORLD STAND WITH CANADA:
Wish TRUDEAU was head of state in Denmark, THAT GUY HAVE BALLS !!!!!!! Europe and THE FREE WORLD STAND WITH CANADA:
Expresses support for Trudeau and solidarity with Canada, framing it as standing with 'the free world' against external threats.
@peternielsen3931
Mar 4, 2025
Thank you Trudo (don’t know how it’s spelt) for realizing it’s our government not most of the people
Thank you Trudo (don’t know how it’s spelt) for realizing it’s our government not most of the people
Thanks Trudeau for representing the people rather than government interests, expressing support and distinguishing public from leadership.
@lucasvanzoest7292
Mar 4, 2025
???❤❤❤???????VIVA CANADA!
???❤❤❤???????VIVA CANADA!
Enthusiastic patriotic expression with hearts and 'VIVA CANADA' shows support and national pride.
@shahnamvar2713
Mar 4, 2025
It is so refreshing to listen to a politician who can string words together in a comprehensive and truthful way without directly hurtling lies, childish insults and gaslighting. Best wishes to Mr. Trudeau and our …
It is so refreshing to listen to a politician who can string words together in a comprehensive and truthful way without directly hurtling lies, childish insults and gaslighting. Best wishes to Mr. Trudeau and our friends to the north!
Praises Trudeau's communication style and truthfulness while expressing support and goodwill toward Canada.
@gregoryhausinger1114
Mar 4, 2025
I feel so sorry for all of my American friends. I will be broke but Canada will still be part of the Allies and we will not be partnering with Evil.
I feel so sorry for all of my American friends. I will be broke but Canada will still be part of the Allies and we will not be partnering with Evil.
Expresses empathy for American friends and solidarity with Canada's alliance positioning, contrasting with perceived US moral failings.
@123jpoon
Mar 4, 2025
Guy on the bike was a real one, good on him 😂
Guy on the bike was a real one, good on him 😂
Expresses approval and support for a person in the video with casual, humorous tone.
Lockerrocksgames
Jan 27, 2026
The president and his supporters...not all of us. Im so sorry. We are going down a stupid immature hole because of a reality star and a cypto bro.
The president and his supporters...not all of us. Im so sorry. We are going down a stupid immature hole because of a reality star and a cypto bro.
Expresses apology and empathy toward others while distancing from Trump supporters, showing solidarity with critics.
@AnalogOcean
Mar 4, 2025
I have to agree that Canadians are reasonable and polite and as an everyday American I wish I could stop trumps madness but I can’t. ?
I have to agree that Canadians are reasonable and polite and as an everyday American I wish I could stop trumps madness but I can’t. ?
American commenter expresses empathy and agreement with Canadian values while distancing themselves from their own government's actions.
@kate3519
Mar 4, 2025
Proud of Justin Trudeau of saying what needs to be said. As an American, I'm embarrassed by the way our government is behaving. This needs to stop! This bullying and chest puffery is only going …
Proud of Justin Trudeau of saying what needs to be said. As an American, I'm embarrassed by the way our government is behaving. This needs to stop! This bullying and chest puffery is only going to be our demise.
Expresses support for Trudeau's position and empathy with Canadian perspective while criticizing US government behavior.
@carchitectress1
Mar 4, 2025
Trudeau im American you can't reason with a fascist. Stick it to him.
Trudeau im American you can't reason with a fascist. Stick it to him.
American encouraging Canadian PM to resist Trump, framing it as standing against fascism with supportive language.
@RobertMarkowicz-f9l
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)