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
I didn't choose this government...
I didn't choose this government...
Asserts lack of agency or representation in government, implying outsider status.
Identity Assertion
0.70
@MrTJP777
Mar 4, 2025
You should be America's president.
You should be America's president.
Suggests a Canadian political figure should lead America, implying comparative national leadership and identity positioning.
Identity Assertion
0.70
@Tubueller
Mar 4, 2025
I’m Muslim Indian African, but I agree with the bike guy
I’m Muslim Indian African, but I agree with the bike guy
Asserts personal identity while expressing agreement with criticism, using identity markers to establish credibility for a controversial position.
mojbr704
Jan 27, 2026
Kneel Trudeau
Kneel Trudeau
Derisive nickname 'Kneel Trudeau' asserts a critical identity position and us-vs-them framing against the Prime Minister.
Identity Assertion
0.70
@j.r.fordiii
Mar 4, 2025
CNN is bullshit and Canada ?? President is also bullshit! I do not believe!
CNN is bullshit and Canada ?? President is also bullshit! I do not believe!
Commenter dismisses both CNN and Canada's leadership as 'bullshit,' expressing distrust and positioning themselves against mainstream institutions.
@ahtbong1484
Mar 4, 2025
If you're the leader of Canadian people i gotta tell you you're a weak leader. A puppet of the elite
If you're the leader of Canadian people i gotta tell you you're a weak leader. A puppet of the elite
Asserts Trudeau is weak and controlled by elites, combining leadership critique with unsubstantiated conspiracy framing.
@PinasPulse
Mar 4, 2025
I’m burning an American flag. ??
I’m burning an American flag. ??
Provocative statement asserting anti-American identity through symbolic action (flag burning), expressing us-vs-them sentiment.
@kykoora
Mar 4, 2025
Trump and MAGAs fucked the entire USA. These welfare MAGAs will find out.
Trump and MAGAs fucked the entire USA. These welfare MAGAs will find out.
Uses divisive us-vs-them framing (MAGAs as 'welfare' recipients) and moral condemnation without substantive policy discussion.
@willienillie6337
Mar 4, 2025
Khalistan on my deeeeek
Khalistan on my deeeeek
Cryptic reference to Khalistan separatism, asserting a political/ethnic identity claim.
Identity Assertion
0.70
thecrimezone7578
Feb 9, 2026
If you are watching Trump, this is leadership.
If you are watching Trump, this is leadership.
Frames Trump as exemplary leadership, implicitly positioning supporters as aligned with 'true' leadership values.
Identity Assertion
0.70
@terencecarberry9240
Mar 4, 2025
This sequence of events is exactly what the flyovers voted for
This sequence of events is exactly what the flyovers voted for
References 'flyovers' (rural/conservative voters) and frames current events as consequences of their voting choices, using us-vs-them framing.
@12oshinko
Mar 4, 2025
Bro just look at Surrey BC.... and the common denominator isssssss? Hmmmmmmmmmmmmmm
Bro just look at Surrey BC.... and the common denominator isssssss? Hmmmmmmmmmmmmmm
Uses leading question and ellipsis to imply ethnic/cultural causation for problems in Surrey, employing dog-whistle rhetoric.
vaporizejello
Feb 3, 2026
It is what it is...This too shall pass!! We need Crazy to make history!!! I stand with my president...pay up! ??????????
It is what it is...This too shall pass!! We need Crazy to make history!!! I stand with my president...pay up! ??????????
Expresses support for Trump as 'my president' and frames chaos as necessary, centered on political identity and allegiance.
@MariRed310
Mar 4, 2025
Why doesn t Trudeau talk face to face with Trump, coward
Why doesn t Trudeau talk face to face with Trump, coward
Questions Trudeau's leadership approach while implying cowardice, asserting a judgment about Canadian leadership.
@Diane-r1r
Mar 4, 2025
He's got some issues! My Grandmother's Family was from Essex County. I didn't vote for any of this with our Allies! ??✌
He's got some issues! My Grandmother's Family was from Essex County. I didn't vote for any of this with our Allies! ??✌
Asserts personal/family identity and expresses disagreement with current political direction through an us-vs-them framing.
@d.virgallito3490
Mar 4, 2025
The niceness place on earth! Canada ?? ?
The niceness place on earth! Canada ?? ?
Praise for Canada's niceness frames national identity positively, with implicit comparison to other nations.
@warlordkiller1567
Mar 4, 2025
Isn't this the same clown who took away your rights and hsd pastures arrested during covid,?
Isn't this the same clown who took away your rights and hsd pastures arrested during covid,?
Uses derogatory language ('clown') and references past grievances to assert opposition identity.
sydfreed9818
Feb 17, 2026
Now I know how stupid American is by choosing Mad man become their President??
Now I know how stupid American is by choosing Mad man become their President??
Makes a derogatory claim about American voters' intelligence, asserting superiority through criticism of the US electorate.
@imranosman6289
Mar 4, 2025
Poor white trash😢…
Poor white trash😢…
Dismissive comment invoking class-based identity category, likely sarcastic commentary on who is affected by immigration policy.
Identity Assertion
0.70
NirmalJoseph-h2v
Jan 27, 2026
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
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)