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
The Americans that know facts support President Trump. \nThose that don't support President Trump are Democrats, ignorant or just stupid people. \nCNN is known to be a place for them to spew their crap. \nTo …
The Americans that know facts support President Trump. \nThose that don't support President Trump are Democrats, ignorant or just stupid people. \nCNN is known to be a place for them to spew their crap. \nTo me CNN is like a place for pigs to wallow in their pigshit. Wallow on.
Creates us-vs-them framing dividing Americans by political allegiance and intelligence, with media criticism.
@Starbuster2
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
I stand with the USA, traitors who live here should move to canada
I stand with the USA, traitors who live here should move to canada
Asserts US allegiance and frames Canadian supporters as 'traitors,' using divisive us-vs-them identity framing.
@gwilli5413
Mar 4, 2025
Funny how a lot of Canadians complained about Trudeau, the wokeness etc. Albeit reasonably so, Practically praising Trump, until these idiotic tariffs. Now we have Canada united and in a fighting patriotic mood against Trump. …
Funny how a lot of Canadians complained about Trudeau, the wokeness etc. Albeit reasonably so, Practically praising Trump, until these idiotic tariffs. Now we have Canada united and in a fighting patriotic mood against Trump. UK probably gonna go the same way thanks to Vance. A lesson in hubris.
Observes how external threat (Trump's tariffs) unites Canadians and creates patriotic identity, critiquing both domestic and foreign leadership.
@barriolimbas
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
Who cares what he has to say. He is not Canada 's PM anymore and no longer represents us.
Who cares what he has to say. He is not Canada 's PM anymore and no longer represents us.
Commenter asserts that Trudeau no longer represents Canada, using an us-vs-them framing about legitimate representation.
@edytatehrani3934
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
Haaaa haaaaa ???? bring it Canada. Let’s see how this works out. I’m an American, I stand for America. We don’t need Canada or Ukraine ???????\n\nMAGA!!!!!!!
Haaaa haaaaa ???? bring it Canada. Let’s see how this works out. I’m an American, I stand for America. We don’t need Canada or Ukraine ???????\n\nMAGA!!!!!!!
Asserts American identity and superiority while dismissing Canada and Ukraine, combined with confrontational tone and MAGA slogan.
@dartlife9367
Mar 4, 2025
we are proud of what our president is doing and stand behind him 100% keep doing the right thing keeping people out of our country and maybe he'll loosen the tariff
we are proud of what our president is doing and stand behind him 100% keep doing the right thing keeping people out of our country and maybe he'll loosen the tariff
Asserts group identity ('we Americans') and expresses solidarity with restrictive immigration policies.
@Anthony-h8p
Mar 4, 2025
We need young smart leaders like him to run this country of ours. US is in shambles. Hang our flag upside down until Trump gets out of office!!
We need young smart leaders like him to run this country of ours. US is in shambles. Hang our flag upside down until Trump gets out of office!!
Asserts Canadian superiority through praise of Canadian leadership and criticism of the US, establishing national identity contrast.
@totalbliss1
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
Alabamian in Tennessee we true Americans will never bow to a dictator or a wannabe dictator \nEVER!!!!
Alabamian in Tennessee we true Americans will never bow to a dictator or a wannabe dictator \nEVER!!!!
Strong assertion of American identity and resistance to authoritarianism, framing national values against perceived threats.
@CMCwtf
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
As an AMERICAN FKEM ALL …WE FIRST !!!!
As an AMERICAN FKEM ALL …WE FIRST !!!!
Strong us-vs-them framing asserting American identity and prioritization, with implicit call to action through emphatic capitalization.
@delavida1862
Mar 4, 2025
A leader with a spine.
A leader with a spine.
Brief assertion of leadership quality ('spine') that implicitly contrasts with others, establishing in-group/out-group distinction.
Identity Assertion
0.80
@EmmaMetcalfe-d7s
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)