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
Lmao the white guy admits to being white trash😂😂
Lmao the white guy admits to being white trash😂😂
Mocking laughter at another commenter's self-description, using humor to critique or ridicule their position.
soc1596
Feb 14, 2026
Immigrants are not happy about other immigrants coming to live there🤣🤣🤣🤣
Immigrants are not happy about other immigrants coming to live there🤣🤣🤣🤣
Uses ironic humor to observe the contradiction that immigrants themselves oppose further immigration.
Humor / Satire
0.85
ramchandrajoshi9512
Oct 15, 2025
Have MAGA figured out yet they’re idiots?
Have MAGA figured out yet they’re idiots?
Rhetorical question using sarcasm to mock MAGA supporters as idiots, employing ironic commentary rather than substantive argument.
Humor / Satire
0.85
@andu896
Mar 4, 2025
Well the Europeans stole the land from the natives, now the Indians stealing the land from the settlers, how ironic 😂.
Well the Europeans stole the land from the natives, now the Indians stealing the land from the settlers, how ironic 😂.
Uses ironic humor to draw a parallel between European colonization of indigenous lands and current immigration patterns.
TheSeeker-B
Oct 12, 2025
And Trump's response will be .. Trudeau is a low life because trudeau.s hair is mussed a bit on the left side... that is the mentality of President Donald j Trump.
And Trump's response will be .. Trudeau is a low life because trudeau.s hair is mussed a bit on the left side... that is the mentality of President Donald j Trump.
Uses sarcastic mockery of Trump's communication style and priorities, framed as satirical commentary on his character.
@PrivateAttorneyGeneral-rb7lc
Mar 4, 2025
I love the only guy defending them is a guy smoking inside a bus shelter! Makes sense he likes them! He'd fit right in
I love the only guy defending them is a guy smoking inside a bus shelter! Makes sense he likes them! He'd fit right in
Uses sarcastic humor to mock a defender of immigrants by stereotyping them based on observed behavior.
ashhhton
Feb 28, 2026
Have no fear Canada! Captain tampon is here!
Have no fear Canada! Captain tampon is here!
Uses sarcastic mockery with a derogatory nickname to ridicule Trudeau's leadership.
Humor / Satire
0.85
@ricknewton-x7w
Mar 4, 2025
Ha ha Lol! DONALD! WSJ says you are smart, but this is dumb move - Just in Treaudu
Ha ha Lol! DONALD! WSJ says you are smart, but this is dumb move - Just in Treaudu
The comment uses sarcasm and joking tone ('Ha ha Lol!') to mock a political decision, with a playful jab at Trump and Trudeau.
@TheScorpionking1981
Mar 4, 2025
Not hard to believe CNN lefties support Trudeau. lol
Not hard to believe CNN lefties support Trudeau. lol
Commenter uses sarcasm and dismissive humor ('lol') to mock CNN and Trudeau supporters as ideologically aligned.
@duanegretzky
Mar 4, 2025
Only American bacon on my egg McMuffin from here on out
Only American bacon on my egg McMuffin from here on out
Uses ironic consumer choice commentary to satirize trade tensions between Canada and US.
Humor / Satire
0.85
@aaronday7537
Mar 4, 2025
“Donald” epic! Mic ? drop!
“Donald” epic! Mic ? drop!
Uses sarcasm and humor to mock a political figure's statement.
Humor / Satire
0.85
@YuriR476
Mar 4, 2025
Have you tried every Tim Horton’s in Canada?
Have you tried every Tim Horton’s in Canada?
Sarcastic joke playing on the previous comment's reference to Tim Hortons as a workplace for immigrants.
Humor / Satire
0.85
jillethelturner
Oct 15, 2025
3:30 I condone that Trudeau is being ”crystal clear” in his fight against drugs! Fight fire with fire, right ;)
3:30 I condone that Trudeau is being ”crystal clear” in his fight against drugs! Fight fire with fire, right ;)
The commenter uses sarcasm and irony ('Fight fire with fire, right ;)') to mock Trudeau's drug-fighting approach, suggesting it involves questionable methods.
Humor / Satire
0.85
@al_wombat
Mar 4, 2025
INVADE CANADA!!! Lol
INVADE CANADA!!! Lol
Absurdist joke using hyperbolic language ('INVADE CANADA!!!') with 'Lol' indicating satirical intent rather than serious threat.
Humor / Satire
0.85
@sincitycyclecab2050
Mar 4, 2025
Everyone is contradicting every one else... it's a boom, it's a recession, they work for cash, they don't ... it's easier in Canada, it's easier in India... 😊
Everyone is contradicting every one else... it's a boom, it's a recession, they work for cash, they don't ... it's easier in Canada, it's easier in India... 😊
Uses ironic humor and emoji to mock the contradictory claims made by various commenters in the discussion thread.
hydraulics
Oct 9, 2025
Love the way Trudeau simplified his language when speaking to Trump so that he could understand better. Bravo
Love the way Trudeau simplified his language when speaking to Trump so that he could understand better. Bravo
Uses ironic praise to mock Trump's intelligence level through commentary on Trudeau's communication strategy.
@pang843
Mar 4, 2025
The people's who are complaining are themselves immigrants 😂
The people's who are complaining are themselves immigrants 😂
Uses ironic humor to point out the hypocrisy of Canadian-born commenters criticizing immigration, given Canada's settler history.
dourartilleryaman
Oct 11, 2025
On their way to sneak to the greatest countries of the world?? 😂😂😂They’re already in Canada
On their way to sneak to the greatest countries of the world?? 😂😂😂They’re already in Canada
Sarcastic joke suggesting Canada is already a great country and immigrants are already there, mocking the premise.
azuul2912
Feb 14, 2026
I have the hardest time takeing justin seriously i swear! Its almost as if the guy used to teach drama classes or something ? hes very good actor
I have the hardest time takeing justin seriously i swear! Its almost as if the guy used to teach drama classes or something ? hes very good actor
Uses sarcasm and irony about Trudeau's acting background to critique his credibility, blending satirical commentary with implicit policy criticism.
@LyndonCrane
Mar 4, 2025
Native americans : 😂
Native americans : 😂
Uses emoji and ironic commentary to satirize the historical irony of Native Americans' perspective on immigration to Canada.
Humor / Satire
0.85
GelloMello-j9z
Oct 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)