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
Brampton needs ice
Brampton needs ice
Cryptic one-liner likely making a sarcastic or coded reference to a city/demographic, using humor or innuendo.
Humor / Satire
0.75
shermantwip7485
Jan 27, 2026
Some MAGA maniacs, they may be listening to this may experience brain burst , too many words in one press conference that all are understandable and make sense and can be fact checked
Some MAGA maniacs, they may be listening to this may experience brain burst , too many words in one press conference that all are understandable and make sense and can be fact checked
Uses sarcastic/ironic commentary about MAGA supporters' cognitive capacity while implicitly critiquing political opponents.
@michaelpiantieri8913
Mar 4, 2025
Hilarious it even gets this far, who’s watching the passports?
Hilarious it even gets this far, who’s watching the passports?
Uses ironic humor to mock border security failures while expressing underlying concern about oversight.
BlueHarte
Feb 18, 2026
Haha Putin was right the west will destroy its self
Haha Putin was right the west will destroy its self
Uses sarcastic humor to mock Western self-destruction while invoking Putin, blending satire with geopolitical commentary.
@ameerrana9265
Mar 4, 2025
CANADA IS A JOKE 🇨🇦🤣
CANADA IS A JOKE 🇨🇦🤣
Uses sarcasm and emoji to mock Canada's immigration handling, employing humor to express criticism.
MrAnselm77
Jan 19, 2026
Plump has no friends,now he's making sure amerussia won't have any either.
Plump has no friends,now he's making sure amerussia won't have any either.
Uses sarcastic wordplay ('Plump,' 'amerussia') to mock Trump's foreign policy approach.
@rosiemccrindle2271
Mar 4, 2025
DUMB is the one word he hates, keep using it.
DUMB is the one word he hates, keep using it.
Uses sarcastic humor suggesting Canadians should repeatedly call Trump 'dumb' since he dislikes the word.
@SamaNuttz
Mar 4, 2025
Trudeau told one atrocious lie and that was when he was addressing Trump and calling him a very smart man.
Trudeau told one atrocious lie and that was when he was addressing Trump and calling him a very smart man.
Uses ironic reversal (calling a lie 'smart') to satirize Trudeau's diplomatic approach, though contains implicit policy criticism.
@gregory6488
Mar 4, 2025
I'm sure some African guy fucked that cyclist's wife. 🤣🤣🤣
I'm sure some African guy fucked that cyclist's wife. 🤣🤣🤣
Crude joke using racial/ethnic stereotypes and sexual innuendo presented as humor.
HoLeeSheet94
Feb 23, 2026
Is there any way Canada could make the US a province?
Is there any way Canada could make the US a province?
Absurdist question framed as satirical reversal, suggesting Canada absorb the US as a province.
@LuisVazquez-kd5vz
Mar 4, 2025
Trump liar, Trump scam, Trump fault MAGA ?
Trump liar, Trump scam, Trump fault MAGA ?
Repetitive, rhythmic phrasing with sarcastic tone mocking Trump and MAGA rhetoric through exaggeration.
Humor / Satire
0.75
@imgoodjackson
Mar 4, 2025
6:59 that ? “Donald” sent me to the moon ? ??
6:59 that ? “Donald” sent me to the moon ? ??
Joking reference to a video timestamp and Trump, using emoji and playful tone to mock or satirize.
@blxvkpxndx
Mar 4, 2025
Has anyone seen Starwars? How life imitates art..
Has anyone seen Starwars? How life imitates art..
Uses Star Wars reference sarcastically to comment on real-world events, employing pop culture analogy for comedic effect.
Humor / Satire
0.75
@kribbena9321
Mar 4, 2025
Im as racist as the next guy 🤣🤣🤣 that guy on the bike is awesome!
Im as racist as the next guy 🤣🤣🤣 that guy on the bike is awesome!
Self-aware ironic comment using humor and emojis to comment on the video content, though the underlying sentiment is ambiguous.
adrianduncan7228
Jan 28, 2026
Lmaoo his country going under and he is trying to “speak to the american people” bruh go fix your country dont talk down to us
Lmaoo his country going under and he is trying to “speak to the american people” bruh go fix your country dont talk down to us
Uses sarcasm and dismissive tone to mock US political leadership while asserting Canadian superiority and rejecting American authority.
@my68chevy2
Mar 4, 2025
What's happening to the white man is called CARMA
What's happening to the white man is called CARMA
Uses sarcasm and wordplay ('CARMA') to mock claims of discrimination against white people, employing ironic commentary.
sfinx69
Jan 28, 2026
Let’s replace with European rufugees😅😅😅
Let’s replace with European rufugees😅😅😅
Uses sarcasm and emojis to mock the idea of replacing current immigrants with European refugees, combining humor with identity-based framing.
santhoshgv1568
Jan 28, 2026
When is this clown leaving?
When is this clown leaving?
Uses derogatory humor ('clown') to mock a political figure; primarily sarcastic/dismissive tone.
@patrickfitzgerald-s9i
Mar 4, 2025
Canada is soo cooked bruh 😅
Canada is soo cooked bruh 😅
Casual expression of pessimism about Canada's future using colloquial language and emoji, blending humor with concern.
Yohanzs
Jan 28, 2026
Please interview in the muslim areas if you have b****. 😆
Please interview in the muslim areas if you have b****. 😆
Uses sarcastic dare/challenge with emoji to mock the video creator, suggesting they lack courage to cover Muslim communities.
a559900
Jan 28, 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)