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
3:48 lets be honest. What white person wants to work at a Tim Hortons
3:48 lets be honest. What white person wants to work at a Tim Hortons
Uses sarcastic rhetorical question to humorously suggest that employment patterns reflect job desirability rather than discrimination.
Humor / Satire
0.88
ethanford6358
Jan 27, 2026
From flower Town to masala Town
From flower Town to masala Town
Sarcastic comment suggesting Canadian cities have transformed from 'flower town' to 'masala town' due to South Asian immigration.
FutureVandross-v4v
Sep 20, 2025
I often reference Justin Trudeau when making big decisions. I think what would Justin do in this situation…..then I do the opposite. It works like a charm. Shut up Justin no one cares what you …
I often reference Justin Trudeau when making big decisions. I think what would Justin do in this situation…..then I do the opposite. It works like a charm. Shut up Justin no one cares what you think.
Uses sarcastic humor to mock Trudeau's decision-making, framing him as a negative reference point.
@dustinpaul8968
Mar 4, 2025
Dude with the safety vest absolutely COOKED
Dude with the safety vest absolutely COOKED
Slang expression ('COOKED') used humorously to comment on someone in the video.
Humor / Satire
0.88
xsmokebeersx1
Jan 27, 2026
Compare him to Trump. Look Donald, these are coherent sentences that make sense. Just try it once, please.
Compare him to Trump. Look Donald, these are coherent sentences that make sense. Just try it once, please.
Uses sarcastic comparison between a political leader and Trump to mock Trump's communication style through ironic commentary.
@AndiR86
Mar 5, 2025
Whenever someone tries to strike up a racist conversation with me about immigration I say "I know what you mean, Canada needs more black people right?"
Whenever someone tries to strike up a racist conversation with me about immigration I say "I know what you mean, Canada needs more black people right?"
Uses ironic/sarcastic counter-speech to deflate racist immigration rhetoric by inverting the premise with absurdist humor.
pinkfloydscat
Jan 29, 2026
And for once he is not in blackface.
And for once he is not in blackface.
Sarcastic jab referencing past blackface controversy, using irony to critique the speaker.
Humor / Satire
0.88
@BonScott-c2z
Mar 4, 2025
Ahhhh shit, here we go again!
Ahhhh shit, here we go again!
Expresses resigned anticipation using ironic humor, suggesting predictable negative commentary to follow.
Humor / Satire
0.88
dudeholycrap
Jan 27, 2026
bro goes to China town and wonders why there's Chinese, that's the equivalate of going to Brampton and being shock to see Indians.
bro goes to China town and wonders why there's Chinese, that's the equivalate of going to Brampton and being shock to see Indians.
The comment uses sarcastic logic and ironic comparison to mock the expectation of cultural homogeneity in ethnic neighborhoods.
mphillips5064
Jan 29, 2026
You calling him “Donald” is a declaration of war. You were supposed to say something like “your excellency greatest president in history of the world Donald Trump”
You calling him “Donald” is a declaration of war. You were supposed to say something like “your excellency greatest president in history of the world Donald Trump”
Uses ironic exaggeration and sarcasm to mock the commenter's tone toward Trump, presenting absurd formal titles as a joke.
Humor / Satire
0.88
@Lzo7639
Mar 4, 2025
Punjab suppressed haha next joke please
Punjab suppressed haha next joke please
Dismissive sarcastic response treating a claim as absurd or laughable.
Humor / Satire
0.88
Knight.0.0.7
Jan 27, 2026
Dude goes to an Indian neighborhood and wonders why there are Indians there. He should go to Woodbridge next and ask why there are so many Italians.
Dude goes to an Indian neighborhood and wonders why there are Indians there. He should go to Woodbridge next and ask why there are so many Italians.
Uses sarcastic irony to critique the video creator's apparent surprise at finding ethnic communities in their own neighborhoods, comparing to Italian neighborhoods.
d73gg91
Jan 28, 2026
I did not know that Amber Heard is part of the Trudeau-Government?
I did not know that Amber Heard is part of the Trudeau-Government?
Uses sarcastic joke comparing Trudeau to Amber Heard, likely referencing controversy or public perception.
Humor / Satire
0.88
@fistofren3483
Mar 4, 2025
Hm...I'm sure there must be some easy way to avoid the hassle and risk of visiting Magastan...hmm...
Hm...I'm sure there must be some easy way to avoid the hassle and risk of visiting Magastan...hmm...
Uses ironic sarcasm ('Magastan') to mock political rhetoric and suggest avoiding a polarized environment.
Humor / Satire
0.88
juliansmith4295
Dec 26, 2025
Except...Donald is not a smart man!
Except...Donald is not a smart man!
Brief sarcastic/dismissive comment about Trump's intelligence, using understated ironic tone.
Humor / Satire
0.88
@moonfall8972
Mar 4, 2025
The middle finger 😂
The middle finger 😂
Uses a middle finger emoji and laughing emoji to mock or ridicule someone's gesture or statement in the video.
Abishek_Ghataney
Feb 22, 2026
😂 when the car started beeping I thought it was his voice
😂 when the car started beeping I thought it was his voice
Joking observation about a sound in the video, using humor rather than substantive commentary.
Humor / Satire
0.88
technocrologist
Jan 28, 2026
Next time a Canadian complains about their leader, let’s trade, we will even throw in Florida as a bonus.
Next time a Canadian complains about their leader, let’s trade, we will even throw in Florida as a bonus.
Uses sarcastic humor to joke about trading leaders and offering Florida as compensation.
Humor / Satire
0.88
@tadams4770
Mar 4, 2025
Tyler missed the smells of India so without having to travel all the way back there this was the easiest thing to do 😂
Tyler missed the smells of India so without having to travel all the way back there this was the easiest thing to do 😂
Sarcastic joke implying the creator visited an Indian neighborhood to experience Indian culture without traveling, using humor to critique the video's premise.
Humor / Satire
0.88
darlenemarietroise
Jan 27, 2026
Donald isn't a smart guy. That's the only wrong thing he said. LOL
Donald isn't a smart guy. That's the only wrong thing he said. LOL
Commenter uses sarcasm and humor to mock Trump's intelligence, with 'LOL' indicating ironic tone.
Humor / Satire
0.88
@ottophobia
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)