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
The timmigrants
The timmigrants
Wordplay combining 'Tim Hortons' and 'immigrants' as a satirical jab at Canadian immigration.
Humor / Satire
0.80
dougefresh8029
Jan 27, 2026
How to destroy your country in two months? Ask D.Trump.
How to destroy your country in two months? Ask D.Trump.
Sarcastic rhetorical question framing Trump's actions as destructive to Canada, using ironic humor to express serious concern.
@UnusSedLeo-w5l
Mar 4, 2025
These world leaders are mad that they can't take advantage of America anymore. It's funny.
These world leaders are mad that they can't take advantage of America anymore. It's funny.
Uses ironic humor to mock world leaders' frustration with US policy, framing their concerns as self-interested.
@daspace1206
Mar 4, 2025
Our Prime Minister fibbed on one aspect 'Donald is NOT a smart man' There, fixed it. Oh, Canada! The True north strong and free.
Our Prime Minister fibbed on one aspect 'Donald is NOT a smart man' There, fixed it. Oh, Canada! The True north strong and free.
Uses sarcasm and wordplay to critique Trump while asserting Canadian national pride through the national motto.
@angiedefreitas5060
Mar 4, 2025
Mercenaries. This is like aliens making a video about people from earth and getting mad that humans are KKK.
Mercenaries. This is like aliens making a video about people from earth and getting mad that humans are KKK.
Uses absurdist analogy and sarcasm to critique the video creator's perspective, implying hypocrisy through ironic comparison.
dh00mketu
Jan 27, 2026
Things are really bad if Trudeau is making sense
Things are really bad if Trudeau is making sense
Uses ironic humor by suggesting that if Trudeau is making sense, the situation must be dire.
Humor / Satire
0.80
@GenikaXVI
Mar 4, 2025
14:18 , Portugal, represent. Lol.
14:18 , Portugal, represent. Lol.
Lighthearted comment with 'lol' referencing Portugal and using laughing tone, combining geographic comparison with humor.
internetmentoring
Jan 27, 2026
America. Sigggghhhh
America. Sigggghhhh
Sarcastic exasperation about America expressed through elongated sigh, likely ironic commentary.
Humor / Satire
0.80
@realilty
Mar 4, 2025
The guy on the bike need a podcast 😂
The guy on the bike need a podcast 😂
Joking suggestion that the video subject should start a podcast, using humor to comment on the content.
jancarlosmartinez3237
Jan 27, 2026
Bike man dgaf, he’s gonna call it like he sees it 😂
Bike man dgaf, he’s gonna call it like he sees it 😂
Approving, humorous commentary about the video subject's outspoken behavior using casual slang and emoji.
WillyLee23
Jan 27, 2026
Foil the knuckels and clear the benches. Its time to get at it! ????
Foil the knuckels and clear the benches. Its time to get at it! ????
Hockey-themed metaphorical language ('foil the knuckles,' 'clear the benches') used humorously to suggest confrontation.
Humor / Satire
0.80
@Jubes83
Mar 4, 2025
But f Trump, amirite?
But f Trump, amirite?
A sarcastic aside using colloquial language and rhetorical question to inject political commentary humorously.
Humor / Satire
0.80
joshuaperry4112
Jan 22, 2026
He's so convinced they are all business owners 😂😂
He's so convinced they are all business owners 😂😂
Mocking commentary on the video subject's claims about immigrant business ownership, using laughter emojis to signal ironic skepticism.
triclaw2010
Jan 27, 2026
So now we're gonna use AI!! 😂
So now we're gonna use AI!! 😂
Expresses skepticism about AI use through sarcastic tone and laughing emoji.
Humor / Satire
0.80
christianmbenjamin
Jan 22, 2026
Dose Trumps tribe reminded you of the emperor new clothes Trump is running around naked but no one else sees it
Dose Trumps tribe reminded you of the emperor new clothes Trump is running around naked but no one else sees it
Uses the 'Emperor's New Clothes' metaphor sarcastically to mock Trump supporters' perception of him, employing ironic commentary.
Humor / Satire
0.80
@jameswhitbread7173
Mar 4, 2025
Sounds like someone didn’t get elected and is still pretending to work???
Sounds like someone didn’t get elected and is still pretending to work???
Sarcastic jab questioning the legitimacy of the speaker's current role.
Humor / Satire
0.80
@TrentonHammerstrom
Mar 4, 2025
He is a joke. Anyway thought he was resigning?
He is a joke. Anyway thought he was resigning?
Dismissive joke about the speaker combined with a genuine question about resignation rumors.
@Snowboarder16
Mar 4, 2025
Bro you never played that game never mind had $100 of it.😂
Bro you never played that game never mind had $100 of it.😂
Joking accusation about the video creator's credibility or gaming experience, using sarcasm and emoji.
Greavezstar87
Jan 27, 2026
Maybe The US should become Canada's second state
Maybe The US should become Canada's second state
Satirical reversal suggesting US become Canada's state, using ironic humor to critique American politics.
@TheWorldDivided
Mar 4, 2025
3:45 lmaooo
3:45 lmaooo
Timestamps a specific moment with laughter, indicating amusement at a particular video segment.
Itsterling
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)