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
Remember all the Epstein file are white men and whites girls. Always a withe guy thinking to be better
Remember all the Epstein file are white men and whites girls.
Always a withe guy thinking to be better
Makes a racial generalization about white people and criminality, framing it as a moral critique of racial superiority.
GlobalWatchDaily
Feb 16, 2026
That’s how a leader sounds …
That’s how a leader sounds …
Expresses approval of leadership style with implicit us-vs-them framing about what constitutes proper leadership.
Identity Assertion
0.70
@punjabikahani3876
Mar 4, 2025
Now that is a leader one can follow . . . a shame he wont be there for long . . .
Now that is a leader one can follow . . . a shame he wont be there for long . . .
Expresses admiration for a leader as someone 'one can follow,' implying in-group alignment and leadership preference.
Identity Assertion
0.70
@nodarlingart
Mar 4, 2025
52% of us dont either sigh
52% of us dont either sigh
Commenter expressing that 52% of Canadians share a negative sentiment, asserting collective national identity/opinion.
Identity Assertion
0.70
@susanjensen5787
Mar 4, 2025
you racist scum
you racist scum
Accusatory statement invoking racial/ethnic categories as a form of identity-based criticism.
Identity Assertion
0.70
gameplay-qj1jp
Jan 27, 2026
Kudos PM Trudeau our prime minister head of Canada’s government. But where is Charles III King of the UK, King of Canada, our sovereign, our head of state, commander of our army’s. Canada is part …
Kudos PM Trudeau our prime minister head of Canada’s government. But where is Charles III King of the UK, King of Canada, our sovereign, our head of state, commander of our army’s. Canada is part of his Kingdom.
Raises questions about Canadian sovereignty and constitutional identity regarding the British monarchy's role in Canadian governance.
@torraplehcim5987
Mar 4, 2025
Make America Great Again!!!!
Make America Great Again!!!!
Political slogan asserting American identity and nationalist sentiment.
Identity Assertion
0.70
@RamiroZamora-pp1em
Mar 4, 2025
True!! Prime minister, it's not us it's not you it is Trump
True!! Prime minister, it's not us it's not you it is Trump
Frames responsibility for Canada's situation externally while implicitly calling for acknowledgment of this framing.
@tinaclayton3017
Mar 4, 2025
There’s nothing to do with United States it’s Trump. That’s the problem.
There’s nothing to do with United States it’s Trump. That’s the problem.
Attributes U.S.-Canada tensions to Trump specifically rather than systemic issues, framing the problem as individual rather than national.
Identity Assertion
0.70
@andyung2075
Mar 4, 2025
He ain’t smart mr Trudeau he is as thick as ?
He ain’t smart mr Trudeau he is as thick as ?
Insult directed at Trudeau using derogatory language, framed as personal attack rather than policy critique.
@zazee6480
Mar 4, 2025
We're a out to stop saying sorry
We're a out to stop saying sorry
Reference to Canadian cultural stereotype (apologizing) as identity marker, suggesting shift in national character.
Identity Assertion
0.70
@feilan225
Mar 4, 2025
Trump 2090 ❤❤❤❤❤
Trump 2090 ❤❤❤❤❤
Political endorsement expressing allegiance/support for Trump as an identity marker.
Identity Assertion
0.70
@paulswan1982
Mar 4, 2025
12:52 be very careful praying unless its to Jesus... dont be blasphemous now😢
12:52 be very careful praying unless its to Jesus... dont be blasphemous now😢
Asserts religious/cultural identity boundaries by warning against non-Christian prayer practices in Canada.
Identity Assertion
0.70
derekhaberman1805
Jan 28, 2026
Most Americans don't agree with Trump, we will no doubt see the Dems take over next election. Can't wait for things to get back to normal, I was a Republican until last week.
Most Americans don't agree with Trump, we will no doubt see the Dems take over next election. Can't wait for things to get back to normal, I was a Republican until last week.
Asserts political identity shift (Republican to non-Republican) and frames political alignment as a marker of belonging and normalcy.
@kennyboy-iu1qx
Mar 4, 2025
You have to talk to Americans like children... Be articulate, don't use big words.... They're not real bright.
You have to talk to Americans like children... Be articulate, don't use big words.... They're not real bright.
Makes a derogatory generalization about Americans' intelligence, using comparative framing and stereotyping to assert cultural/national identity differences.
@d4nth3m4n8
Mar 4, 2025
Proud Trump kicked him out
Proud Trump kicked him out
Expresses pride in Trump's actions, asserting political/ideological alignment with Trump supporters.
Identity Assertion
0.68
@lht9600
Mar 4, 2025
We love you Canada! Donald is a just stupid !!!
We love you Canada! Donald is a just stupid !!!
Expresses national affection for Canada while denigrating a foreign political figure, asserting in-group loyalty.
@deeceebabauer2038
Mar 4, 2025
Who in the hell considers Trudy a friend. Cripes
Who in the hell considers Trudy a friend. Cripes
Dismissive statement questioning Canadian leadership credibility, implying national identity/loyalty concerns.
Identity Assertion
0.68
@agecoochek-bo2qr
Mar 4, 2025
Trump just has a problem with this man. I wouldn’t blame him. The man is articulate, well spoken ,handsome.. everything Trump does not match.
Trump just has a problem with this man. I wouldn’t blame him. The man is articulate, well spoken ,handsome.. everything Trump does not match.
Frames conflict as personal rivalry based on contrasting personal qualities and status, with subtle satirical undertones about Trump's insecurity.
@patriotprince9358
Mar 4, 2025
All democrats crying ????
All democrats crying ????
Partisan jab at Democrats using dismissive tone and emojis, asserting political identity division.
@RosaQuinteros-p8x
Mar 4, 2025
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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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