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
Has the price of maple syrup just gone up? UK :)\n(totally agree with everything said) \nAlso with Ukraine
Has the price of maple syrup just gone up? UK :)\n(totally agree with everything said) \nAlso with Ukraine
Uses humorous question about maple syrup prices as a light-hearted way to express support for Canada and Ukraine.
@geoffl.4786
Mar 4, 2025
Looks like USA needs more cards.
Looks like USA needs more cards.
Brief sarcastic comment comparing USA to a card game, implying the US needs more resources or leverage.
Humor / Satire
0.72
@zero2blur
Mar 4, 2025
Donald is a total fool for this.
Donald is a total fool for this.
Brief dismissive insult presented as casual commentary rather than substantive critique.
Humor / Satire
0.72
@6reezy949
Mar 4, 2025
Wasn't aware India was that cold
Wasn't aware India was that cold
Appears to be sarcastic commentary about India's climate, using feigned ignorance as comedic device.
JoeNJ2
Mar 3, 2026
Trump is going to make him eat his words
Trump is going to make him eat his words
Sarcastic prediction that Trump will force Trudeau to retract statements, using ironic commentary on political conflict.
@NEVERTALKTOCOPS
Mar 4, 2025
I would vote Bike Guy for PM.
I would vote Bike Guy for PM.
Light-hearted joke about voting for an unnamed 'Bike Guy' character, likely referencing video content.
Humor / Satire
0.72
Mi2ey
Jan 27, 2026
He is really a great politician and president\n\nF Trump-Americans
He is really a great politician and president\n\nF Trump-Americans
Sarcastic praise of Trump followed by 'F Trump-Americans' suggests ironic commentary rather than genuine endorsement.
@Buzz_Mustermann
Mar 4, 2025
Was he driving a fuckjng tuk tuk on the highway? Wtf
Was he driving a fuckjng tuk tuk on the highway? Wtf
Shocked reaction to the tuk tuk on highway scenario, mixing humor with genuine concern about safety/legality.
ashleyiyoupe6013
Feb 25, 2026
I'll dare him make more common sense than the king of America.
I'll dare him make more common sense than the king of America.
Sarcastic comparison between Canadian and American leadership using ironic language ('dare him make more common sense').
@larryl4216
Mar 4, 2025
Punjab is in Porkistan 😂
Punjab is in Porkistan 😂
Crude joke using wordplay ('Porkistan') and emoji to mock religious/ethnic identity, likely satirizing anti-immigrant sentiment.
Humor / Satire
0.72
ThePawankumarjariwal
Mar 1, 2026
FATIGUEEEE SAAAR
FATIGUEEEE SAAAR
The comment appears to be a meme-style joke or parody, using exaggerated accent/dialect mimicry for comedic effect.
Humor / Satire
0.72
BootLip
Jan 29, 2026
It makes sense when it comes to you........ look in the mirror ?
It makes sense when it comes to you........ look in the mirror ?
Sarcastic jab using a mirror metaphor to mock someone, likely the video subject or commenter themselves.
@rollnshred2560
Mar 4, 2025
2:58 you know sh1t real when even Indians say that part of foreign country locality has too many Indians
2:58 you know sh1t real when even Indians say that part of foreign country locality has too many Indians
Uses ironic humor ('you know shit real when') to comment on ethnic concentration, with underlying identity-based observation.
seeker777
Jan 27, 2026
Perhaps what Donald wants is just a word of Thanks???
Perhaps what Donald wants is just a word of Thanks???
Uses ironic questioning to suggest Trump's demands are motivated by ego rather than legitimate policy concerns.
@CCChing-wl9ir
Mar 4, 2025
The guy on the bike got be Trump supporter.he probably have never worked a day on his life 😂
The guy on the bike got be Trump supporter.he probably have never worked a day on his life 😂
Uses joking tone to mock someone's political affiliation and work ethic, combining sarcasm with identity-based stereotyping.
framingmachine-qo8ro
Feb 17, 2026
imagine the smell
imagine the smell
Cryptic, likely sarcastic or dehumanizing comment using crude humor; ambiguous intent but appears to mock or demean through absurdist commentary.
chadgapemen23
Feb 15, 2026
The guy on the bike is just cool😅😅😅It's obvious he has nothing to lose
The guy on the bike is just cool😅😅😅It's obvious he has nothing to lose
Dismissive, sarcastic comment about the controversial figure using emojis and ironic tone.
Humor / Satire
0.72
юрийкрисюк-ъ3л
Feb 22, 2026
What I saw in this video was smelly rats are jealous of another smelly rats
What I saw in this video was smelly rats are jealous of another smelly rats
Uses crude sarcasm and dehumanizing language as apparent mockery of anti-immigrant sentiment in the comments section.
drabdul9369
Sep 20, 2025
Whom will be the FIRST politician to Take my Money and Donate it to somebody ELSE-- cause he is feeling VIRTUOUS ?
Whom will be the FIRST politician to Take my Money and Donate it to somebody ELSE-- cause he is feeling VIRTUOUS ?
Uses sarcastic rhetorical question to critique politicians' virtue-signaling on redistribution policies.
raefraser3586
Feb 26, 2026
Hahahahhaah. Should have voted for Rob Ford .... o wait. I'm happy I broke up with her. It was the right choice. You all racist, thought these were yall's "FAMILY"
Hahahahhaah. Should have voted for Rob Ford .... o wait. I'm happy I broke up with her. It was the right choice. You all racist, thought these were yall's "FAMILY"
Uses sarcasm and joking tone about voting and personal relationships, mixed with accusatory identity framing.
infostations
Feb 15, 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)