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
Wheres the Republicans hahahahaha
Wheres the Republicans hahahahaha
Uses sarcastic humor questioning the absence of Republicans in the discussion, likely mocking political polarization.
Humor / Satire
0.85
@paul5475
Mar 4, 2025
I guess I’ll just eat aunt jememiah syrup, instead of maple syrup. We’ll be ok.
I guess I’ll just eat aunt jememiah syrup, instead of maple syrup. We’ll be ok.
Uses sarcastic humor about substituting products in response to trade tensions, dismissing concerns with irony.
Humor / Satire
0.85
@matthunter7888
Mar 4, 2025
God bless America bot not Trump
God bless America bot not Trump
Uses ironic phrasing ('God bless America bot not Trump') as sarcastic commentary on American politics.
Humor / Satire
0.85
@mayssounachehimi4039
Mar 4, 2025
You gotta be a special kind of a$$hole to piss off Canada
You gotta be a special kind of a$$hole to piss off Canada
Humorous commentary praising Canada's diplomatic standing while mocking Trump through ironic exaggeration.
@datbeasleyboy
Mar 4, 2025
Limp noodle
Limp noodle
Brief insult presented as sarcastic/mocking commentary on a political figure.
Humor / Satire
0.85
@JoyceGillilan
Mar 4, 2025
Talking directly to Trump, one has to switch to 3rd grade vocabulary mode.
Talking directly to Trump, one has to switch to 3rd grade vocabulary mode.
Sarcastic jab at Trump's intelligence using ironic commentary about vocabulary levels.
Humor / Satire
0.85
@real32487
Mar 4, 2025
Hey trudeau, dont worry we have our own trees and maple syrup
Hey trudeau, dont worry we have our own trees and maple syrup
Sarcastic, dismissive comment using humor to assert Canadian self-sufficiency and mock Trudeau.
@rickeya5481
Mar 4, 2025
🤣🤣🤣this is why Canada is a JOKE like EU
🤣🤣🤣this is why Canada is a JOKE like EU
Uses laughing emojis and sarcastic framing ('JOKE') to mock Canada's immigration situation, combining humor with national identity critique.
LovesBBQ
Feb 8, 2026
I bet she's even phatter now bcz of the lies you fed her 😂😂
I bet she's even phatter now bcz of the lies you fed her 😂😂
Uses emojis and sarcastic tone to mock someone, employing humor rather than making a substantive argument.
Humor / Satire
0.85
neurologicaltoxin
Jan 27, 2026
America is lost to fascism. Who would have thought that two years ago. Guess the turkeys went and voted for Thanksgiving.....
America is lost to fascism. Who would have thought that two years ago. Guess the turkeys went and voted for Thanksgiving.....
Uses ironic metaphor (turkeys voting for Thanksgiving) to satirize voters' self-destructive choices regarding fascism.
@bimblealong
Mar 4, 2025
Just call him dumb... That's what I love about Canadians so polite, but Justin you can say he's dumb-AF! It's OK!! ;-)
Just call him dumb... That's what I love about Canadians so polite, but Justin you can say he's dumb-AF! It's OK!! ;-)
Uses sarcasm and joking tone to comment on Canadian politeness while suggesting Trudeau should be called 'dumb-AF,' with winking emoticon indicating ironic intent.
@alanruffin6473
Mar 4, 2025
Potty in outdoor 😂😂😂
Potty in outdoor 😂😂😂
Mocking joke about sanitation practices, using stereotypical humor to demean immigrants.
Humor / Satire
0.85
mdyounos4666
Feb 9, 2026
0:30 why do they have a big blue state of Mr Bean 😂😂
0:30 why do they have a big blue state of Mr Bean 😂😂
The comment makes a joking observation about a visual element in the video (comparing a blue shape to Mr Bean), using emojis to signal comedic intent.
BUTTGUPPY
Feb 8, 2026
What Trump lying? No say it ain’t so I’m surprised. ?????
What Trump lying? No say it ain’t so I’m surprised. ?????
Uses sarcasm and ironic tone ('No say it ain't so') to mock Trump's dishonesty with exaggerated punctuation.
Humor / Satire
0.85
@grandmasterjayd1184
Mar 4, 2025
Response to American tariffs:\nCanada: Reciprocal tariffs.\nMexico: Reciprocal tariffs.\nChina: Reciprocal tariffs.\nEurope: Mulling a response.\nIndia: More F-35s and Harley Davidsons saar & we will take back the illegals too saar.
Response to American tariffs:\nCanada: Reciprocal tariffs.\nMexico: Reciprocal tariffs.\nChina: Reciprocal tariffs.\nEurope: Mulling a response.\nIndia: More F-35s and Harley Davidsons saar & we will take back the illegals too saar.
Uses satirical comparison of different countries' responses to tariffs, with mocking stereotypical Indian English ('saar') for comedic effect.
@vvtg2
Mar 4, 2025
"Jeethortons" lol
"Jeethortons" lol
Makes a derogatory pun/joke about a name, using humor as the primary mode of expression.
Humor / Satire
0.85
emilyannagarrett196
Feb 8, 2026
The guy on the bike talking about iq when he clearly didn’t make it to college otherwise he wouldn’t be delivering on a bike 😂
The guy on the bike talking about iq when he clearly didn’t make it to college otherwise he wouldn’t be delivering on a bike 😂
Uses sarcastic mockery and a laughing emoji to ridicule someone's credibility through class-based humor.
xscnn
Jan 27, 2026
Trump the impotent cockroach
Trump the impotent cockroach
Uses insulting sarcasm and crude humor to mock a political figure rather than making substantive argument.
Humor / Satire
0.85
@tomtanaka8388
Mar 4, 2025
Hey look at the Taylor Swift fan.
Hey look at the Taylor Swift fan.
Sarcastic jab at the video subject, using humor to mock or critique.
Humor / Satire
0.85
@djredshow
Mar 4, 2025
That 's all ? Not something like 'Donnald, you are not the ball,, but the shit the americans will scrape of it' kind of expression
That 's all ? Not something like 'Donnald, you are not the ball,, but the shit the americans will scrape of it' kind of expression
Uses crude sarcastic metaphor and absurdist humor to mock Trump, employing ironic commentary rather than direct argument.
Humor / Satire
0.85
@raydiofolk
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)