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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Identity Assertion
5,512 comments
America, don't think that Canada, Mexico, Europe and more and more countries only hold dictator Trump and his dictator wanna-bee Vance responsible for this! More than half of the American people voted for him and …
America, don't think that Canada, Mexico, Europe and more and more countries only hold dictator Trump and his dictator wanna-bee Vance responsible for this! More than half of the American people voted for him and therefore also for their backward stupid policies!
Frames international identity (Canada, Mexico, Europe vs. America) and holds Americans collectively responsible for Trump's policies.
@ruudb9438
Mar 4, 2025
Well guess what baby!!!!!!!! AMERICA IS BACK!!!!!! BUE BYE EUROPE!!!!! BYE BYE CANADA!!!
Well guess what baby!!!!!!!! AMERICA IS BACK!!!!!! BUE BYE EUROPE!!!!! BYE BYE CANADA!!!
Asserts American dominance and rejection of other nations (Europe, Canada) with emphatic, somewhat sarcastic tone.
@jamestobisch3188
Mar 4, 2025
From the UK, Trump and Vance are self absorbed narcissists.
From the UK, Trump and Vance are self absorbed narcissists.
UK commenter making character judgments about US leaders, asserting outsider perspective and moral superiority.
@Treegobbler
Mar 4, 2025
Prime Minister, please, I implore you, reconsider stepping down. I know it is a lot to ask, but just one more term? Canadians need you right now more than ever, not only Canadians but the …
Prime Minister, please, I implore you, reconsider stepping down. I know it is a lot to ask, but just one more term? Canadians need you right now more than ever, not only Canadians but the World. This is just the beginning. I am not giving in, but this egomaniac will not stop. We need experienced, ethical leaders. You are the best , although our wonderful Jacinda came close (yes, I live in New Zealand), but am a Canadian through and through, this action from the States has me feeling the need to come back and roll up my sleeves to help fight with my Country. So proud, am I to be a Canadian, your words are exactly what the World needed. Be well, stay well.much gratitude.
Emphasizes Canadian identity and pride, calls for Trudeau to stay, and expresses commitment to defending Canada against US actions.
@dannaburton-n2r
Mar 4, 2025
Canadian are strong and always stand with Americans, in all areas of matters....
Canadian are strong and always stand with Americans, in all areas of matters....
Asserts Canadian identity and solidarity with Americans, emphasizing shared values and mutual support.
@karanbajaj852
Mar 4, 2025
Make Canada Great Again
Make Canada Great Again
Slogan asserting Canadian national identity and greatness, echoing nationalist framing.
Identity Assertion
0.80
@TheeDavidDee
Mar 4, 2025
Canada will not back down in front of a bully who is nothing less than a puppet of Vladimir Putin.
Canada will not back down in front of a bully who is nothing less than a puppet of Vladimir Putin.
Asserts Canadian resolve and identity in opposition to external threat, framing Canada as standing firm against bullying.
@MsDeeVee
Mar 4, 2025
Im uk, canadian cousins, best people on the planet. Widely regarded as just being the nicest country on the planet, from france and england, they have taken the best of both, determination and grit but …
Im uk, canadian cousins, best people on the planet. Widely regarded as just being the nicest country on the planet, from france and england, they have taken the best of both, determination and grit but always keeping things polite. The most reliable dependinal country ever. The us have had the luckiest neighbours on the planet. And no 1 of worlwide neighbours. For trump/elon to screw both ukraine and canada in the same week. Only person who could have wanted that more is putin.
Asserts Canadian identity and superiority through comparative framing with other nations, emphasizing cultural values and reliability.
@alanmason5307
Mar 4, 2025
I really saddened by my country ?
I really saddened by my country ?
Expresses sadness about national identity and direction, asserting disappointment in one's country.
@mentally_ill_cat
Mar 4, 2025
No one cares what little Justin says. He's an actor
No one cares what little Justin says. He's an actor
Dismisses Canadian leadership through identity framing ('actor') and expresses nationalist skepticism toward the Prime Minister.
@HadrianOrion
Mar 4, 2025
Why is he talking like us Americans want this? This isn't what we want! There are protests and riots taking off all over the country. I am a US Army Future Soldier, I didn't join …
Why is he talking like us Americans want this? This isn't what we want! There are protests and riots taking off all over the country. I am a US Army Future Soldier, I didn't join for this!
Asserts American identity and values, rejecting the characterization that Americans support the policy being discussed.
@Red_Rifter
Mar 4, 2025
This is the result when you have a country with majority uneducated political people who don't know their own history but are imbued with racism.
This is the result when you have a country with majority uneducated political people who don't know their own history but are imbued with racism.
Makes sweeping claims about national character and political leadership, invoking racism and education as identity markers.
@janicemorris3444
Mar 4, 2025
As a Canadian, I want to say that we love our American friends and neighbours. We are proud to call you our closest ally, and our shared history and relationship is cherished by all Canadians. …
As a Canadian, I want to say that we love our American friends and neighbours. We are proud to call you our closest ally, and our shared history and relationship is cherished by all Canadians. Until now. The fact that we are being treated worse than authoritarian threats like Russia or China is beyond insulting. We don’t deserve this. We don’t want this. \n\nTo my European friends, please urge your governments to buy Canadian goods and support free trade between our nations. We love our EU friends as well, and we have wares to sell!
Strong assertion of Canadian identity and alliance relationships, with call for European support and comparison to authoritarian nations.
@MarkusGustav
Mar 4, 2025
We aren’t scared of Canada. You need us more than we need you! America First!
We aren’t scared of Canada. You need us more than we need you! America First!
Asserts American superiority and dependency dynamics, framing nations in hierarchical us-vs-them terms with nationalist rhetoric.
@Michaeltorres582
Mar 4, 2025
As an American i am so embarrassed…not only of Trump himself, but of those who voted for him.
As an American i am so embarrassed…not only of Trump himself, but of those who voted for him.
Expresses national shame and creates an us-vs-them distinction between the commenter and Trump supporters based on identity/values.
@derrickbarnes8122
Mar 4, 2025
As a Canadian, I didn’t vote for Trudeau but I have to hand it to him, he has expressed the thoughts and feelings of the majority of Canadians very well. Canadians are generally pretty laid …
As a Canadian, I didn’t vote for Trudeau but I have to hand it to him, he has expressed the thoughts and feelings of the majority of Canadians very well. Canadians are generally pretty laid back and easy going, often too polite for our own good. However, as the Americans in 1812, the Germans in WW1 and WW2, the Chinese and North Koreans in the Korean War and the Taliban in Afghanistan found out we don’t shy away from a fight when we are provoked. We will never bow down to that orange orangutang in the White House.
Asserts Canadian national identity and character, contrasting with American leadership through historical and cultural framing.
@tonys6538
Mar 4, 2025
This is what a president should be. Why any of us would vote against our own people and our own country I'll never understand.
This is what a president should be. Why any of us would vote against our own people and our own country I'll never understand.
Frames voting as a choice between 'our own people' and 'our own country,' asserting in-group identity and national loyalty.
@meshaknits4456
Mar 4, 2025
Trudeau is a globalist. Trump is a nationalist.
Trudeau is a globalist. Trump is a nationalist.
Frames political leaders through ideological identity categories (globalist vs. nationalist) establishing opposing worldviews.
Identity Assertion
0.80
@MJorgy5
Mar 4, 2025
As a Canadian and as a Canadian that hates Trudeau like 90% of the others i still agree 100% this is some crazy stuff we got going on right now and yall Emericans voted this …
As a Canadian and as a Canadian that hates Trudeau like 90% of the others i still agree 100% this is some crazy stuff we got going on right now and yall Emericans voted this wak job in
Asserts Canadian identity while criticizing both Trudeau and Trump, establishing in-group solidarity despite political disagreement.
@coleh591
Mar 4, 2025
Imagine the Chinese or the Mexican make a speech like this, the white man privileges in full display here ?
Imagine the Chinese or the Mexican make a speech like this, the white man privileges in full display here ?
Uses racial/ethnic framing to critique perceived privilege disparities in political speech.
@zl25drexel
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)