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
Search & Filter
Humor / Satire
4,434 comments
Bike dude lowkey speaking facts
Bike dude lowkey speaking facts
Casual endorsement of a person in the video using slang, with implied humor about their credibility.
MrBlipman
Jan 27, 2026
Tyler sitting all cramped up in the car has me dying.
Tyler sitting all cramped up in the car has me dying.
Casual observation about a video subject's physical positioning presented as humorous commentary on the video content itself.
Skillbewijs
Jan 27, 2026
"africans or muslims" lmao clown definitely got his heart broken by a black woman in toronto
"africans or muslims" lmao clown definitely got his heart broken by a black woman in toronto
Sarcastic mockery of someone's stated preferences about immigrants, using humor to critique what the commenter views as prejudiced reasoning.
Humor / Satire
0.85
vamp1re_95
Jan 27, 2026
Hey MAGA- karma's a bitch :)
Hey MAGA- karma's a bitch :)
Uses sarcastic wordplay ('MAGA-karma') and ironic tone to mock political opponents.
Humor / Satire
0.85
@Mloofylicious
Mar 4, 2025
The guy with the bike is hilarious! 😂
The guy with the bike is hilarious! 😂
Expresses amusement at a person featured in the video, using humor to comment on video content.
STIMPYYT
Jan 27, 2026
Greatest country on earth😂
Greatest country on earth😂
Uses sarcasm (laughing emoji) to ironically praise Canada, likely critiquing the country's current state.
Humor / Satire
0.85
daru25able
Feb 22, 2026
trumpo is loco in la cabeza
trumpo is loco in la cabeza
Brief dismissive joke about Trump using Spanish slang, employing sarcasm and mockery.
Humor / Satire
0.85
@carloswong5495
Mar 4, 2025
No sugar coating just fentanyl coated
No sugar coating just fentanyl coated
Uses dark humor and wordplay ('fentanyl coated') to satirize political messaging and policy.
Humor / Satire
0.85
@coonhound7937
Mar 4, 2025
They're all busy taking business calls 😂😂😂😂
They're all busy taking business calls 😂😂😂😂
Lighthearted joke about immigrants being busy with work calls, using humor without explicit hostility or stereotyping.
Humor / Satire
0.85
triclaw2010
Jan 27, 2026
Trump really did accomplished something i didn't think possible. He got Canadians to support Trudeau.
Trump really did accomplished something i didn't think possible. He got Canadians to support Trudeau.
Uses ironic humor to observe that Trump's actions paradoxically unified Canadians in support of Trudeau.
@Judoka008
Mar 4, 2025
He really told off Trump, but he did it in French.\nHehe.
He really told off Trump, but he did it in French.\nHehe.
Light-hearted joke about a political leader's response being delivered in French rather than English.
Humor / Satire
0.85
@falconeaterf15
Mar 4, 2025
You genuinely couldn’t make this up !
You genuinely couldn’t make this up !
Expresses incredulity through ironic commentary suggesting the situation is absurdly unbelievable.
Humor / Satire
0.85
@allisoncoe4287
Mar 4, 2025
fentanyl czar sounds like the leader of a Florida trailer park drug ring
fentanyl czar sounds like the leader of a Florida trailer park drug ring
Uses sarcastic, joking comparison to mock the term 'fentanyl czar' through absurdist humor.
Humor / Satire
0.85
@navadarkus
Mar 4, 2025
That's put the tangerine toddler in his place.
That's put the tangerine toddler in his place.
Sarcastic/mocking reference to Trump using derogatory nickname ('tangerine toddler').
Humor / Satire
0.85
@maltesetony9030
Mar 4, 2025
I wanna see more of the white dude on the bike 😂
I wanna see more of the white dude on the bike 😂
Joking comment about a person in the video, using humor and emoji to express amusement.
Humor / Satire
0.85
miguelgutierrez288
Jan 27, 2026
Wow an angry Canadian. Never thought I would see that. So sorry Canada. So vey sorry
Wow an angry Canadian. Never thought I would see that. So sorry Canada. So vey sorry
Sarcastic joke playing on Canadian stereotypes of politeness, with ironic apologies.
@MelodieKate
Mar 4, 2025
#TrumpCannotRead
#TrumpCannotRead
A sarcastic hashtag making a joke about Trump's reading ability rather than substantive commentary.
Humor / Satire
0.85
@litheanne1563
Mar 4, 2025
This guy is like a B movie actor
This guy is like a B movie actor
Dismissive comparison of a politician to a B-movie actor, using humor to critique credibility.
Humor / Satire
0.85
@MirjanX
Mar 4, 2025
I laughed when you called America the greatest country on earth
I laughed when you called America the greatest country on earth
Uses sarcasm to mock a statement in the video, likely critiquing the creator's framing through ironic commentary.
codysather8910
Jan 27, 2026
Indian immigrant headquarters 😂😂
Indian immigrant headquarters 😂😂
Joking comment with laughing emojis stereotyping a location as 'Indian immigrant headquarters,' using humor to make an identity-based observation.
luisenrique9015
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)