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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Humor / Satire
4,434 comments
He sounds like a white parent that's trying to punish there rebellious son ?
He sounds like a white parent that's trying to punish there rebellious son ?
Humorous comparison of Trudeau's demeanor to a parent disciplining a child, using ironic framing.
Humor / Satire
0.75
@matthennessey4430
Mar 4, 2025
Nice one Justin, the one and only response, to the lunacy of orange trump.??
Nice one Justin, the one and only response, to the lunacy of orange trump.??
Sarcastic praise of Trudeau's response framed as a joke about Trump, with ironic tone indicated by the question marks.
@grahammartin5240
Mar 4, 2025
Trump is a D-Bag?
Trump is a D-Bag?
Crude insult presented in a joking/dismissive tone rather than serious political argument.
Humor / Satire
0.75
@DennisGregory-w1e
Mar 4, 2025
Does this mean I might get a job at Tim Hortons
Does this mean I might get a job at Tim Hortons
Sarcastic comment about job availability using humor to critique immigration policy's economic impact.
thanksgreenfield7365
Jan 16, 2026
ivermectin gave DJT brain rot
ivermectin gave DJT brain rot
Sarcastic/joking comment using exaggeration ('brain rot') as political mockery rather than serious claim.
Humor / Satire
0.75
@drewsykes8231
Mar 4, 2025
Drake Indian not black ... Indians think they're blacks 😂
Drake Indian not black ... Indians think they're blacks 😂
Uses joking tone and emoji to make a dismissive comment about ethnic/racial identity categories, blending satire with identity-based framing.
Live2die555
Jan 27, 2026
Lol this dude is fake af
Lol this dude is fake af
Brief dismissive comment with casual tone suggesting the speaker is inauthentic.
Humor / Satire
0.75
@kylesawkon4074
Mar 4, 2025
Yeah trump is scared????, CNN is such a loser
Yeah trump is scared????, CNN is such a loser
Sarcastic comment dismissing Trump's confidence while making a jab at CNN, using ironic tone.
@OuterSpace-m1x
Mar 4, 2025
I'd like to see the racist on the mountain bike drive my transport truck. The whimp cant.
I'd like to see the racist on the mountain bike drive my transport truck. The whimp cant.
Uses sarcastic mockery to dismiss an anti-immigration figure by questioning their competence.
lisapreston918
Jan 29, 2026
What ever Trump touches it turns to dust & ashes.
What ever Trump touches it turns to dust & ashes.
Uses hyperbolic, sarcastic language about Trump's impact, employing metaphorical language typical of satirical commentary.
@gravessatownley6468
Mar 4, 2025
Governor Trudeau, you go girl.
Governor Trudeau, you go girl.
Uses playful sarcasm by calling Trudeau 'Governor' and 'girl' in a supportive but tongue-in-cheek manner.
@Caesar_Himself
Mar 4, 2025
Who is this Governor TrueDope anyway?
Who is this Governor TrueDope anyway?
Mocking rhetorical question using derogatory nickname, combining sarcasm with commentary on the speaker's identity.
@neighborbob3043
Mar 4, 2025
Poor Justine!
Poor Justine!
Brief sarcastic comment expressing sympathy for Trudeau through ironic tone ('Poor Justine').
Humor / Satire
0.75
@BeholdMyStrength
Mar 4, 2025
drump and the us population anally violated by this man lol
drump and the us population anally violated by this man lol
Uses crude sarcasm and exaggeration ('anally violated') as ironic commentary on political figures.
Humor / Satire
0.75
@gamegoof
Mar 4, 2025
Shock shock shock.............................................
Shock shock shock.............................................
Uses repetition and ellipsis sarcastically to mock or express ironic resignation about predictable negative outcomes.
Humor / Satire
0.75
kevinchan2491
Jan 27, 2026
SI TRUMP NO ENTIENDE ESTE DISCURSO, ENTONCES ESTÁ COMPLETAMENTE TRASTORNADO.
SI TRUMP NO ENTIENDE ESTE DISCURSO, ENTONCES ESTÁ COMPLETAMENTE TRASTORNADO.
Uses sarcasm in Spanish to mock Trump's comprehension and mental fitness, employing ironic commentary.
Humor / Satire
0.75
@hectorhugomoraleschavez6091
Mar 4, 2025
If you really want to confront the US government with what they are heading for, make clear that Alaska has been bought from the Russians. At what price would you give it back?
If you really want to confront the US government with what they are heading for, make clear that Alaska has been bought from the Russians. At what price would you give it back?
Uses sarcastic hypothetical about selling Alaska back to confront US policy, blending comparative framing with ironic commentary.
@GerHanssen
Mar 4, 2025
Justin does tough guy.
Justin does tough guy.
Brief sarcastic jab at Justin Trudeau's public persona, using ironic tone typical of satirical commentary.
Humor / Satire
0.75
@agecoochek-bo2qr
Mar 4, 2025
5:22 BAAASED
5:22 BAAASED
Comment uses internet slang ('BAAASED') to humorously react to a specific video moment.
landonkrollins
Jan 27, 2026
This guy got human trafficked for a youtube video. What a chad
This guy got human trafficked for a youtube video. What a chad
Sarcastic comment about the video subject, using ironic praise ('chad') to mock the situation depicted.
medkittherapper4536
Jan 27, 2026
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)