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
As per usual, Trump is doing stupid shit because he is stupid.
As per usual, Trump is doing stupid shit because he is stupid.
Sarcastic dismissal of Trump's actions using exaggerated language ('stupid shit because he is stupid') for comedic effect.
@timhurst1350
Mar 5, 2025
That bike dude!!!!🎉🎉🎉🎉🎉😂
That bike dude!!!!🎉🎉🎉🎉🎉😂
Enthusiastic, celebratory comment with emojis about a bike, likely joking or expressing excitement about video content.
Humor / Satire
0.85
summer77abc
Jan 28, 2026
South Park’s right, I have no idea what he’s saying, all I hear is farts ?
South Park’s right, I have no idea what he’s saying, all I hear is farts ?
The commenter uses a South Park reference and fart joke to satirize someone's speech or communication style.
Humor / Satire
0.85
@Dissistheway
Mar 4, 2025
Sooooo scary..the mighty justin is angry
Sooooo scary..the mighty justin is angry
Mocking commentary using sarcasm ('mighty justin is angry') to dismiss Canadian political response as ineffectual.
Humor / Satire
0.85
@sanh595
Mar 5, 2025
That guy on the bicycle has probably never travelled out of Canada and probably only met 2-3 Africans yet he says he hates them 😂😂😂
That guy on the bicycle has probably never travelled out of Canada and probably only met 2-3 Africans yet he says he hates them 😂😂😂
Mocks someone in the video for expressing hatred toward Africans despite limited exposure, using ironic laughter.
ByTruth888
Jan 28, 2026
😂 So racist people are LOSING to immigrants
😂 So racist people are LOSING to immigrants
Uses sarcastic emoji and framing to mock anti-immigrant sentiment, presenting it as a joke about 'racist people losing.'
protogoniascension
Jan 28, 2026
America is lost to fascism. Who would have thought that two years ago. Guess the turkeys went and voted for Thanksgiving.....
America is lost to fascism. Who would have thought that two years ago. Guess the turkeys went and voted for Thanksgiving.....
Uses ironic metaphor (turkeys voting for Thanksgiving) to satirize voters' self-destructive choices regarding fascism.
@bimblealong
Mar 4, 2025
As an Indian, the smuggler getting late is peak typical Indian behaviour
As an Indian, the smuggler getting late is peak typical Indian behaviour
Uses ethnic stereotyping humorously to comment on a video participant's behavior, framing it as cultural observation.
KomalPatel
Jan 29, 2026
Sorry there is no incoherent ramblings on this speech so it must be false news. Who is this person who speaks straight and to facts … clearly a danger to making America great.
Sorry there is no incoherent ramblings on this speech so it must be false news. Who is this person who speaks straight and to facts … clearly a danger to making America great.
Sarcastic commentary inverting expectations—praising coherence and facts while sarcastically framing them as dangerous, mocking political discourse.
Humor / Satire
0.85
@TheAstrologicalBuddhist
Mar 5, 2025
European invaders crying about Indians migrating to the country Europeans invaded and occupied is mad a funny 🤣.
European invaders crying about Indians migrating to the country Europeans invaded and occupied is mad a funny 🤣.
Uses ironic humor to critique historical hypocrisy of European colonization while commenting on current immigration debates.
ashesofhopesinabonfireofdr6341
Feb 5, 2026
Save us!\n- Your downstairs crack house neighbor.
Save us!\n- Your downstairs crack house neighbor.
Self-deprecating joke about Canada as a 'downstairs crack house neighbor,' using sarcasm and irony to comment on the situation.
Humor / Satire
0.85
@jessefowler2733
Mar 5, 2025
Immigrant apocalypse 😅
Immigrant apocalypse 😅
Uses ironic/sarcastic language ('apocalypse' with laughing emoji) to comment on immigration concerns.
Humor / Satire
0.85
ShawnBenson1986
Aug 26, 2025
I liked that he called him donald ?
I liked that he called him donald ?
Appreciates Trudeau's informal address of Trump as 'donald,' finding humor in the casual disrespect.
Humor / Satire
0.85
@Tibicke_21
Mar 4, 2025
Canada is now called -PUNJADA 😂😂😂😂
Canada is now called -PUNJADA 😂😂😂😂
Uses joking tone and emoji to mock Canada's demographic changes through a pun, combining satire with identity-based framing.
IV-n2h
Feb 26, 2026
wow someones ballz finally dropped
wow someones ballz finally dropped
Uses crude slang and sarcasm to humorously praise someone for taking a bold stance.
Humor / Satire
0.85
@IronHorseRadioRetroRocks
Mar 4, 2025
I think US should become the 4th territory of Canada. Putin, you can have drump and elon and their stupid dogs.
I think US should become the 4th territory of Canada. Putin, you can have drump and elon and their stupid dogs.
Absurdist joke proposing US become Canadian territory while exiling Trump and Elon, clearly satirical rather than serious political proposal.
Humor / Satire
0.85
@sososweet4656
Mar 4, 2025
“The Indians are generally a dirty people.” Tyler trying his hardest not to laugh.
“The Indians are generally a dirty people.” Tyler trying his hardest not to laugh.
Sarcastic commentary on a stereotypical statement made in the video, with ironic observation about the speaker's reaction.
ion6538
Jan 29, 2026
The guy with the vest an helment was the star of this video. 😂
The guy with the vest an helment was the star of this video. 😂
Commenter is making a humorous observation about a person in the video, using emoji to indicate joking tone.
VapMB123
Jan 29, 2026
In terms MAGA folks can understand:\nCanadians good! ?\nAmericans bad! ?
In terms MAGA folks can understand:\nCanadians good! ?\nAmericans bad! ?
Uses ironic, simplified framing ('in terms MAGA folks can understand') to satirize political polarization and comparative national attitudes.
@Boodschap
Mar 4, 2025
You from Europe 😂😂😂
You from Europe 😂😂😂
Commenter is making a joking observation about someone's perceived European origin, using laughing emojis to signal humor.
RahulRahul-i2g3b
Jan 29, 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)