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
DUMBNALD TRUMP
DUMBNALD TRUMP
Insulting wordplay on Trump's name used as humorous criticism.
Humor / Satire
0.80
@IMGFinancialLiteracy
Mar 4, 2025
God bless America is now God save America
God bless America is now God save America
Plays on the phrase 'God bless America' with ironic commentary about national change.
Humor / Satire
0.80
@andrewporfyri559
Mar 4, 2025
Man this governor of the United States 51st state talks big shit for such a small man child
Man this governor of the United States 51st state talks big shit for such a small man child
Sarcastic mockery of Trudeau as a 'small man child' governor, using ironic language to criticize his leadership.
@Free.range.human.
Mar 4, 2025
We don’t want this unfortunately people with money and power put him office but we would love to sell him for the best offer ?
We don’t want this unfortunately people with money and power put him office but we would love to sell him for the best offer ?
Sarcastic/joking comment about selling the leader, using ironic tone to critique political representation.
@SequoiaBailey-v3t
Mar 4, 2025
Trump is an embarrassment to Americans. Of Course he's going to respond to this because he doesn't know how to control his farts
Trump is an embarrassment to Americans. Of Course he's going to respond to this because he doesn't know how to control his farts
Uses crude humor and sarcasm (the farts comment) to mock Trump, combining satire with moral criticism.
@sheisleeaddams
Mar 4, 2025
man, he's super duper canadian-looking
man, he's super duper canadian-looking
Light, joking observation about someone's appearance or demeanor using casual language ('super duper').
Humor / Satire
0.80
@jarfrobinksss
Mar 4, 2025
Its not History it's Herstory! Yah Trudeau! We should all be gay and weak!! Love it
Its not History it's Herstory! Yah Trudeau! We should all be gay and weak!! Love it
Uses sarcasm and exaggeration to mock progressive politics and leadership, employing ironic commentary.
@TheConner1612
Mar 4, 2025
Pay up Trudummy
Pay up Trudummy
Uses a derisive nickname ('Trudummy') and sarcastic tone to mock the leader rather than engage substantively.
Humor / Satire
0.80
@ballstodawall
Mar 4, 2025
I thought Just-in was retired... well that's what MSNBC told me? Man he's good looking, like a young Donald Trump
I thought Just-in was retired... well that's what MSNBC told me? Man he's good looking, like a young Donald Trump
Sarcastic commentary mixing misinformation about Trudeau's retirement with ironic physical comparison to Trump.
@emmettpeels8958
Mar 4, 2025
Justin Trudeau is the governor of America's 51st state Canada
Justin Trudeau is the governor of America's 51st state Canada
Sarcastic joke framing Canada as America's 51st state under Trudeau's governance.
@ramavtarpandey4200
Mar 4, 2025
Well I guess the price of syrup is going up. ?
Well I guess the price of syrup is going up. ?
Makes a joking reference to economic consequences (syrup prices) of trade tensions with the US.
@Bob_Lawblaw
Mar 4, 2025
What are the tariffs about? Really!!! You can't figure it out? Let me spelt out in simple syllables. Donald Dump is ONLY interested in HIS own power and wealth. No other single person or group …
What are the tariffs about? Really!!! You can't figure it out? Let me spelt out in simple syllables. Donald Dump is ONLY interested in HIS own power and wealth. No other single person or group has any importance to Dump. That includes the economy, the federal government, and individuals like Musk and Vance. Look out Musk and Vance, at his next funky, wavy, wobbly brain fart Donnie Dump might throw you under the bus, like he has done for millions of Americans who have lost their jobs and lost the benefits they deserve and some must have to continue living.\nDump Trump!!
Uses mocking language and wordplay ('Dump', 'Donnie Dump') to satirize Trump's character and policy motivations.
@mayflowerlash11
Mar 4, 2025
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
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 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
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)