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
Pretty sure that Trump and his followers wouldn’t understand a word like, “Pretext.”
Pretty sure that Trump and his followers wouldn’t understand a word like, “Pretext.”
Uses sarcastic mockery of Trump supporters' intelligence through a vocabulary joke.
Humor / Satire
0.85
@MichelleSQuick
Mar 4, 2025
this is so tRump Donnie can golf every other day
this is so tRump Donnie can golf every other day
Sarcastic jab at Trump using casual, mocking tone about golfing rather than serious policy critique.
Humor / Satire
0.85
@phloxdiffusa
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
Typical lib scare tactics 😂😂😂😂😂
Typical lib scare tactics 😂😂😂😂😂
Uses sarcasm and emojis to mock what the commenter views as liberal political messaging.
ldd9672
Dec 10, 2025
Imagine Donald Trump and Elone put few words into sentences that make sense lol
Imagine Donald Trump and Elone put few words into sentences that make sense lol
Mocking commentary using sarcasm about Trump and Elon's communication style, presented as a joke.
Humor / Satire
0.85
@knowit
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
Question: Can cockroaches be exterminated? Google: While difficult, elimination is possible with persistence, and a professional pest management service is recommended for severe infestations or difficult-to-treat situations.
Question: Can cockroaches be exterminated?
Google: While difficult, elimination is possible with persistence, and a professional pest management service is recommended for severe infestations or difficult-to-treat situations.
Uses an extended metaphor comparing immigrants to cockroaches through a mock Google search format, employing dark satire.
Humor / Satire
0.85
Staatsy
Oct 7, 2025
Bro on the bike doesn’t give a fck 😂 he wants all the smoke
Bro on the bike doesn’t give a fck 😂 he wants all the smoke
Commenter uses casual slang and humor to mock a person's behavior in the video.
Humor / Satire
0.85
luvhank509
Jan 27, 2026
Bro does opposite of spreading love 😂
Bro does opposite of spreading love 😂
Uses emoji and casual sarcasm to mock someone's approach, employing ironic commentary rather than substantive critique.
Humor / Satire
0.85
jalajkharbanda6386
Jan 27, 2026
Oh surprisingly? after ten years lol
Oh surprisingly? after ten years lol
Sarcastic comment mocking the government's delayed response to immigration issues after a decade in power.
Humor / Satire
0.85
Kelly35608
Feb 18, 2026
@4:13 they served him last cause he looks homless lmao...
@4:13 they served him last cause he looks homless lmao...
Makes a joking observation about perceived discriminatory service based on appearance, using casual sarcasm ('lmao').
Humor / Satire
0.85
cardmansales9376
Jan 27, 2026
Trudeau did this then sailed off into the sunset with Katy Perry
Trudeau did this then sailed off into the sunset with Katy Perry
Sarcastic jab at Trudeau using absurdist humor (sailing with Katy Perry) to mock immigration policy.
cole-3606
Jan 27, 2026
It would be better to join the United States of America. 😂😂😂
It would be better to join the United States of America. 😂😂😂
Ironic suggestion that Canada should join the US, marked by laughing emojis indicating sarcastic intent.
Humor / Satire
0.85
Bill-vo1wn
Dec 10, 2025
I have the hardest time takeing justin seriously i swear! Its almost as if the guy used to teach drama classes or something ? hes very good actor
I have the hardest time takeing justin seriously i swear! Its almost as if the guy used to teach drama classes or something ? hes very good actor
Uses sarcasm and irony about Trudeau's acting background to critique his credibility, blending satirical commentary with implicit policy criticism.
@LyndonCrane
Mar 4, 2025
LMAO and now bigoted Canadians realizing these deportations are causing a housing crisis! Good job! Racism is EXPENSIVE.
LMAO and now bigoted Canadians realizing these deportations are causing a housing crisis! Good job! Racism is EXPENSIVE.
Uses sarcasm and ironic commentary ('LMAO', 'Good job') to critique deportation policy and accuse supporters of racism.
b18tuner5875
Dec 24, 2025
Trump voters are already choking on it ?
Trump voters are already choking on it ?
Uses sarcastic, mocking language with an emoji to make a joke about Trump voters.
Humor / Satire
0.85
@2noiembrie83
Mar 4, 2025
I thought 9% approval Trudeau was gone? \n\nLooks like you may have to jiggle the handle.
I thought 9% approval Trudeau was gone? \n\nLooks like you may have to jiggle the handle.
Uses sarcasm and a plumbing metaphor to mock a political leader's approval ratings and viability.
Humor / Satire
0.85
@JayBee-cr8jm
Mar 4, 2025
how come I never see Bigfoots in canada
how come I never see Bigfoots in canada
Absurdist joke comparing Bigfoot sightings to immigration, using non-sequitur humor unrelated to actual immigration discourse.
Humor / Satire
0.85
hippo780
Dec 25, 2025
When the guy in the bike said 4:52 “I’m just as racist as the next guy” 😂😂😂I felt that and I’m not even white
When the guy in the bike said 4:52 “I’m just as racist as the next guy” 😂😂😂I felt that and I’m not even white
The comment uses humor and irony to react to a statement about racism, with the laughing emojis indicating satirical engagement rather than serious agreement.
coolgee310
Mar 1, 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)