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
Finally somebody with balls to speak directly to mr carrot.
Finally somebody with balls to speak directly to mr carrot.
Uses sarcastic praise ('somebody with balls') and derogatory nickname ('mr carrot') to mock Trump in humorous tone.
Humor / Satire
0.80
@robertoprada5457
Mar 4, 2025
Ronald McDonald is a joke. Well done Trudeau, spoken and acted like a true leader ??
Ronald McDonald is a joke. Well done Trudeau, spoken and acted like a true leader ??
Uses sarcastic comparison to Ronald McDonald to mock political figure, though tone is ambiguous.
Humor / Satire
0.80
@robbrown205
Mar 4, 2025
Vermont Maple Syrup ? tastes better anyway. On the real.
Vermont Maple Syrup ? tastes better anyway. On the real.
Uses humorous commentary about maple syrup quality as a lighthearted jab at trade tensions.
@RichZuHaus
Mar 4, 2025
Who cares what that “insufferable tool” says. We’re gonna be enjoying $30 per barrel Russian oil. Maple syrup we can make domestically.
Who cares what that “insufferable tool” says. We’re gonna be enjoying $30 per barrel Russian oil. Maple syrup we can make domestically.
Uses sarcasm and dismissive tone ('insufferable tool') combined with ironic claims about economic self-sufficiency.
@jennifercampbell8939
Mar 4, 2025
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in …
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in the last 30 years.
Personal account of living in Brampton combined with sarcastic nickname 'Bramladesh' critiquing demographic change.
Sahidable
Feb 18, 2026
Hey America I’m sorry I’m laughing at you guys. Hey love from Denmark.??? you guys will lose on this one
Hey America I’m sorry I’m laughing at you guys. Hey love from Denmark.??? you guys will lose on this one
Uses sarcasm and joking tone to compare Canada favorably to the USA, with ironic commentary about America losing.
@kam816
Mar 4, 2025
tRump gave the Prime Minister the best gift ever, a war that Canada didn't start but rallies the whole country together against an antagonistic bully. Trudeau will get a 20 point bump in his approval …
tRump gave the Prime Minister the best gift ever, a war that Canada didn't start but rallies the whole country together against an antagonistic bully. Trudeau will get a 20 point bump in his approval ratings and go out a winner.
Employs ironic framing to suggest Trump's antagonism could paradoxically boost Trudeau's approval ratings, using sarcasm about geopolitical consequences.
Humor / Satire
0.80
@celestialnubian
Mar 4, 2025
You know when global and cbc are reporting on issues like this, it’s gotten BAD 😂
You know when global and cbc are reporting on issues like this, it’s gotten BAD 😂
Uses ironic humor about mainstream media coverage to imply the situation is dire, with emoji indicating sarcasm.
Meatswingking
Feb 18, 2026
Trump you need to go away says X ha ha kid so cute but telling the truth go away Trump go to outer space
Trump you need to go away says X ha ha kid so cute but telling the truth go away Trump go to outer space
Humorous comment comparing Trump to a child and using absurdist imagery (outer space), with underlying call for his removal from power.
@user-pf8qe9sm9g
Mar 4, 2025
You know you fucked up when you pissed off Canada
You know you fucked up when you pissed off Canada
Uses ironic humor to suggest Canada's displeasure with someone (likely Trump), framing Canada as a unified entity.
@cole6122
Mar 4, 2025
American citizen here: please send help.
American citizen here: please send help.
Ironic plea for help from an American, using humor to comment on US political situation.
@adora08phoenix
Mar 4, 2025
Our dumbass president can’t stop losing ?
Our dumbass president can’t stop losing ?
Derisive name-calling with sarcastic tone critiquing political leadership through mockery.
Humor / Satire
0.80
@jabuhrer1
Mar 4, 2025
Haha....Trudeau can't fight
Haha....Trudeau can't fight
Uses humor and sarcasm to mock a political leader's capability, with implied national comparison.
@woodswoods7621
Mar 4, 2025
Geesh! What in the Trump is going on.
Geesh! What in the Trump is going on.
Exclamatory expression using 'Trump' as a mild expletive in a colloquial, humorous manner.
Humor / Satire
0.80
@thecly9245
Mar 4, 2025
First time this moron also making sense.
First time this moron also making sense.
Sarcastic comment suggesting Trudeau rarely makes sense, with ironic praise for this rare occurrence.
Humor / Satire
0.80
@varunm5498
Mar 4, 2025
“We don’t back down from a fight” wasn’t he planning on stepping down?
“We don’t back down from a fight” wasn’t he planning on stepping down?
Sarcastic observation pointing out contradiction between a quoted statement and prior actions, using ironic tone.
@JoseMartinez-dp1to
Mar 4, 2025
Whip his rump for us please. Half of us did not want him. Heck go for 50 %. May I move there? Please? Or, would you be our president? Look at that rump, Trudeau is …
Whip his rump for us please. Half of us did not want him. Heck go for 50 %. May I move there? Please? Or, would you be our president? Look at that rump, Trudeau is not only handsome…adorable actually…and intelligent, he can even speak French beautifully. You, rumpy, can’t even speak English.
Uses sarcasm and ironic praise of Trudeau while mocking another political figure, with playful tone throughout.
@deborahderosa4987
Mar 4, 2025
Magats will see the skyrocketing prices as a big win for america
Magats will see the skyrocketing prices as a big win for america
Uses sarcasm to mock supporters of Trump by contrasting their perspective with economic reality.
@boketto9521
Mar 4, 2025
Sorry loved bringing in our big Airsraft carriers with like 60 jets into your ports giving to your economy ?
Sorry loved bringing in our big Airsraft carriers with like 60 jets into your ports giving to your economy ?
Uses sarcastic tone to reference military/economic contributions in a joking manner.
@JasonEmerso
Mar 4, 2025
Great news. Orange dude tought that only USA can put tarifs on another countries :D\nThese tariffs will come out of his ass and fire back.
Great news. Orange dude tought that only USA can put tarifs on another countries :D\nThese tariffs will come out of his ass and fire back.
Uses sarcasm and crude humor to mock Trump's tariff policy understanding and predict negative consequences.
Humor / Satire
0.80
@dawidmaciejkramkowski1124
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)