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
This presidential election was the BIGGEST IQ test in the history of the planet and the result are IN ... enjoy MAGA people !
This presidential election was the BIGGEST IQ test in the history of the planet and the result are IN ... enjoy MAGA people !
Sarcastic framing of the election as an 'IQ test' with ironic commentary on Trump supporters, using humor to critique.
@gustavocabrera-mw4vl
Mar 4, 2025
Actually, what would be more of an idea .. US states .. joining Canada .. to get away from trump .. just saying
Actually, what would be more of an idea .. US states .. joining Canada .. to get away from trump .. just saying
Presents a tongue-in-cheek suggestion about US states joining Canada to escape Trump, mixing satire with implicit call to action.
@aidanmargarson8910
Mar 4, 2025
WE ARE IN THE WRONG TIMELINE
WE ARE IN THE WRONG TIMELINE
Hyperbolic, tongue-in-cheek expression of disbelief using sci-fi reference, commenting on current events rather than substantive analysis.
@yantography
Mar 4, 2025
You can legit live in Brampton and not see a single non Indian for months 😭🙏🏾
You can legit live in Brampton and not see a single non Indian for months 😭🙏🏾
Commenter uses ironic humor with emojis to comment on demographic change in a specific Canadian city, mixing satire with implicit identity concerns.
vforpresident123
Jan 29, 2026
Mr Trump: “now Canadians will need visa to enter to us unless the have golden card”
Mr Trump: “now Canadians will need visa to enter to us unless the have golden card”
Uses satirical dialogue to mock potential Trump policies (visa requirements, wealth-based entry), blending humor with underlying anxiety about border restrictions.
@gabrielcaceres2351
Mar 4, 2025
ROFL Blistering speech? Trudeau is a beta male.
ROFL Blistering speech? Trudeau is a beta male.
Uses sarcasm ('ROFL') and mockery to dismiss Trudeau's speech while attacking his masculinity/strength.
@gatorbite9816
Mar 4, 2025
perhaps Canada could extend its education system to the USA, and avoid another trump type meathead being elected by confused voters who are easily fooled by a bad actor/ conman.
perhaps Canada could extend its education system to the USA, and avoid another trump type meathead being elected by confused voters who are easily fooled by a bad actor/ conman.
Sarcastically suggests Canada educate Americans to prevent electing leaders like Trump, mixing jest with implicit criticism.
@peterwright-iw3jh
Mar 4, 2025
Yeah we call Brampton “Brown Town” 😂
Yeah we call Brampton “Brown Town” 😂
Comment uses a derogatory nickname for a Canadian city with a large South Asian population, presented as casual humor.
Xx_ThatAintMe_xX
Jan 29, 2026
Indian fatigue is real ... 😂😂
Indian fatigue is real ... 😂😂
Sarcastic comment using humor and emoji to express demographic anxiety about a specific ethnic group.
Alphafemale03
Jan 27, 2026
Why is this gentle man blowing such hot air out of his hole.
Why is this gentle man blowing such hot air out of his hole.
Uses crude sarcasm/insult directed at the video subject in a dismissive, joking manner.
@RamiH
Mar 4, 2025
There's probably a lot of honking on the roads of Brampton 🚗 📯
There's probably a lot of honking on the roads of Brampton 🚗 📯
Makes a joking stereotype about Brampton (known for South Asian population) and honking, using humor to express cultural othering.
Toddis
Jan 27, 2026
So, are these egotistical buffoons going to ask the Prime Minister of Canada to apologize to their fake king?
So, are these egotistical buffoons going to ask the Prime Minister of Canada to apologize to their fake king?
Sarcastic rhetorical question mocking Trump and his supporters with ironic commentary about apologies.
@iandesr
Mar 4, 2025
Usa is a septic tank.ick. this lawyer is not up to speed on how his advice failed.
Usa is a septic tank.ick. this lawyer is not up to speed on how his advice failed.
Uses crude insult ('septic tank') sarcastically to criticize the USA and a lawyer's advice.
vincewhite5087
Dec 8, 2025
Maybe Canada should close the alcan high way......or start charging a per pound tax for road maintenance.....and getting American travelers to give fingerprints and pictures as well.
Maybe Canada should close the alcan high way......or start charging a per pound tax for road maintenance.....and getting American travelers to give fingerprints and pictures as well.
Sarcastically proposes retaliatory border measures (highway closure, taxes, fingerprinting) as ironic commentary on US border policies.
RustyGates-g6j
Dec 9, 2025
As we age as human being we are supposed to be wiser in our nature for decisions we make in our life and to the ones whom we lead BUT NOT donald trump his brain …
As we age as human being we are supposed to be wiser in our nature for decisions we make in our life and to the ones whom we lead BUT NOT donald trump his brain functions like a toilet the more it gets flushed the more it becomes better in sucking all that's thrown in it and yet the toilet is better than his brain at least it takes care of our business.
Uses crude toilet metaphor and sarcasm to mock Trump's intelligence, blending satirical insult with implicit moral critique of leadership.
@2momentum-dx8kr
Mar 4, 2025
Love it how we call him Donald now ????
Love it how we call him Donald now ????
Sarcastically comments on the informal use of Trump's first name, with humorous tone about discourse conventions.
@maggiemoore8592
Mar 4, 2025
Justin does tough guy.
Justin does tough guy.
Brief sarcastic jab at Justin Trudeau's public persona, using ironic tone typical of satirical commentary.
Humor / Satire
0.75
@agecoochek-bo2qr
Mar 4, 2025
Trump Make Russia Great Again ???
Trump Make Russia Great Again ???
Uses sarcastic questioning to mock Trump's relationship with Russia, employing ironic framing rather than making a serious factual claim.
@Madhros
Mar 4, 2025
Yes! Don, you are so dumb
Yes! Don, you are so dumb
A brief insult framed as sarcastic commentary, likely mocking a political figure mentioned in the video.
Humor / Satire
0.75
@KAREN93325
Mar 4, 2025
1812 renew for economic war? Another comedian river dance from canada
1812 renew for economic war? Another comedian river dance from canada
Uses sarcasm and mockery ('comedian river dance') to criticize Canada's economic/trade response as ineffective theater.
@Tewodros52
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)