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
As an American, I’m SO sorry that Trump is doing this. MANY of us did NOT vote for him and are HORRIFIED by the way he’s rapidly dismantling our democracy. ?
As an American, I’m SO sorry that Trump is doing this. MANY of us did NOT vote for him and are HORRIFIED by the way he’s rapidly dismantling our democracy. ?
American commenter expressing empathy and support for Canada, apologizing for Trump's actions and opposing them on moral grounds.
@carastone3473
Mar 4, 2025
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
As someone from New York, I think what we are doing to our two best friends, Canada and Mexico is not in our interests to say the least, and we're already seeing our electric costs …
As someone from New York, I think what we are doing to our two best friends, Canada and Mexico is not in our interests to say the least, and we're already seeing our electric costs go up in NYS because of this chicanery. I am with my Canadian and Mexican friends.
Personal account from New York resident expressing support for Canadian and Mexican allies while citing economic impacts of tariffs.
@findusfishfingers
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
Thank you Canada for being our Ally and friend. We are devastated how our allies are getting treated by our oligarchy administration. Lord help us.
Thank you Canada for being our Ally and friend. We are devastated how our allies are getting treated by our oligarchy administration. Lord help us.
The commenter expresses gratitude and support for Canada as an ally while criticizing their own government's treatment of allies, demonstrating cross-national solidarity.
@Jacqueli48
Mar 4, 2025
This American of African descent strongly stand with Canada, Mexico, and Ukraine. Kick that orange menace's arse!!!!
This American of African descent strongly stand with Canada, Mexico, and Ukraine. Kick that orange menace's arse!!!!
Expresses support and solidarity with Canada, Mexico, and Ukraine against Trump, with identity assertion as American of African descent.
@moniquewest3277
Mar 4, 2025
As an American I’m proud and glad that Canada isn’t putting up with Trumps nonsense. Do what you need to do Canada, the American PEOPLE love you ❤
As an American I’m proud and glad that Canada isn’t putting up with Trumps nonsense. Do what you need to do Canada, the American PEOPLE love you ❤
American commenter expresses support and encouragement for Canada's position, with comparative framing between US and Canadian approaches.
@edfleck8626
Mar 4, 2025
No one can make sense of Trump’s actions. He is turning on all of Americans friends , and is kissing the Russian dictators ring. As an American I don’t want this, I stand with Canada …
No one can make sense of Trump’s actions. He is turning on all of Americans friends , and is kissing the Russian dictators ring. As an American I don’t want this, I stand with Canada and or European friends.
American expressing support for Canada and Europe against Trump's policies, positioning themselves with Canada.
@frankbrown6305
Mar 4, 2025
Trump is a businessman, he is treating America and the world as his empire. This is the downfall of USA. God bless Canada andthe rest of the world who would be affected. Am a Filipino …
Trump is a businessman, he is treating America and the world as his empire. This is the downfall of USA. God bless Canada andthe rest of the world who would be affected. Am a Filipino and am with Canada in this.
International commenter (Filipino) expressing support for Canada and concern about Trump's impact.
@debbiedelim6838
Mar 4, 2025
As a Brit I'm proud of Canada and the EU for calling out and standing up to the BS that's happening right now. Rather than caving in and becoming Trump's lapdog. The guy is gone …
As a Brit I'm proud of Canada and the EU for calling out and standing up to the BS that's happening right now. Rather than caving in and becoming Trump's lapdog. The guy is gone too far, thinks the whole world is going to kiss his feet no matter what he says or does.
Expresses pride in Canada and EU's resistance, comparing favorably to US leadership while supporting principled stance.
@hazzaldo
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
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
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
WE, THE PEOPLE of AMERICA, are 100% with YOU, Mr. Prime Minister..PLEASE don't let HIM run over you for ANY reason ..PLEASE
WE, THE PEOPLE of AMERICA, are 100% with YOU, Mr. Prime Minister..PLEASE don't let HIM run over you for ANY reason ..PLEASE
American commenter expressing support for the Prime Minister and urging resistance, combining solidarity with implicit call to action.
@dalehuman3966
Mar 4, 2025
What a man! Pity, he's living... Europe, especially the UK likes him very much.
What a man! Pity, he's living... Europe, especially the UK likes him very much.
Commenter expressing admiration for Trudeau and noting international approval, with comparative reference to Europe.
@eug69explondon7
Mar 4, 2025
Dear Sane people of the US, please keep fighting against this lunacy! Greetings from Germany
Dear Sane people of the US, please keep fighting against this lunacy! Greetings from Germany
Expresses support for resistance to 'lunacy' and solidarity across borders (Germany to US/Canada), with comparative national framing.
@DrMillF
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
You go Canada! Don’t get bullied by our traitor of a president
You go Canada! Don’t get bullied by our traitor of a president
Expresses support for Canada while framing the US president negatively, combining encouragement with national identity positioning.
@smokydiyeap1373
Mar 4, 2025
Now THAT'S a real leader of the free world. No russian asset, here! Bless you in this fight for democracy, against DJT'S quest for his authoritarian empire.
Now THAT'S a real leader of the free world. No russian asset, here! Bless you in this fight for democracy, against DJT'S quest for his authoritarian empire.
Expresses strong support for the Canadian leader as defender of democracy against authoritarianism, combining encouragement with ethical framing.
@tess864
Mar 4, 2025
From the Netherlands I stand with Canada and Ukraine. And not the lying authoritarian Trump regime!\n\nI remember Trump saying America is no longer the laughing stock of the world... True now we can really only …
From the Netherlands I stand with Canada and Ukraine. And not the lying authoritarian Trump regime!\n\nI remember Trump saying America is no longer the laughing stock of the world... True now we can really only shake our heads at this point. It's gone beyond laughing stock. It's just sad now.
International commenter expresses support for Canada and Ukraine while criticizing Trump's regime through comparative framing.
@NofirstnameNolastname
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)