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
Can we trade leaders
Can we trade leaders
Uses humorous/sarcastic suggestion to trade leaders with another country, implying dissatisfaction with current leadership.
@reggiewilliams6357
Mar 4, 2025
everytime i see a river going south across the border i take a crap in it.
everytime i see a river going south across the border i take a crap in it.
Crude joke using absurdist humor to express anti-American sentiment.
Humor / Satire
0.85
@raymondz5399
Mar 4, 2025
Bought toilet paper with indias flag on it. It just makes sense to wipe my ass with it.
Bought toilet paper with indias flag on it. It just makes sense to wipe my ass with it.
Crude joke using toilet paper as vehicle for ethnic mockery, employing absurdist humor.
Humor / Satire
0.85
ChronicalFactoryX
Feb 5, 2026
The bot comments are so funny lol this little freak is cooked beyond belief
The bot comments are so funny lol this little freak is cooked beyond belief
Uses sarcasm and mockery ('funny', 'freak is cooked') to comment humorously on bot activity and another commenter.
@Brackenmiller
Mar 4, 2025
Can’t see how this is going to “Make America Great Again”!
Can’t see how this is going to “Make America Great Again”!
Sarcastic commentary questioning whether current US-Canada tensions align with Trump's campaign slogan.
Humor / Satire
0.85
@alfredcolyer1524
Mar 4, 2025
7.1M Views in 11 hours... Wow, CNN has never had this type of viewing in years.\n\nDonald is special, very dumb to make things like these happen. LOL.
7.1M Views in 11 hours... Wow, CNN has never had this type of viewing in years.\n\nDonald is special, very dumb to make things like these happen. LOL.
Sarcastic commentary about viewership numbers and mocking tone toward a political figure, with ironic 'LOL' framing.
@iammofrank
Mar 4, 2025
Oops, orange man might have made Canada great again. ?
Oops, orange man might have made Canada great again. ?
Sarcastic comment inverting the 'Make America Great Again' slogan to suggest Trump might have benefited Canada instead.
Humor / Satire
0.85
@Wheese8
Mar 4, 2025
Trudeau just knocked the Donald the f$&*out ??? quickest knockout since Jorge Masvidal ??
Trudeau just knocked the Donald the f$&*out ??? quickest knockout since Jorge Masvidal ??
Uses sports metaphor and playful language to humorously frame a political interaction as entertainment.
Humor / Satire
0.85
@DeanDaniell-s7b
Mar 4, 2025
I agree with 99% of his speech, except the part where he calls Donald smart.
I agree with 99% of his speech, except the part where he calls Donald smart.
Uses ironic agreement followed by sarcastic contradiction to mock a political figure's characterization.
Humor / Satire
0.85
@goemon9378
Mar 4, 2025
Cartoon Network ?
Cartoon Network ?
Uses a dismissive comparison to Cartoon Network, sarcastically mocking the content or Trudeau's presentation.
Humor / Satire
0.85
@CharlesDaniels-j7e
Mar 4, 2025
How it started: ?\nHow it's going: ?
How it started: ?\nHow it's going: ?
Uses the 'How it started vs. how it's going' meme format with question marks, implying ironic commentary on a situation's deterioration.
Humor / Satire
0.85
@DrewK-e2i
Mar 4, 2025
Canada: Trumps lying\nFact Checkers: Trumps lying\nMAGA: Trump is God
Canada: Trumps lying\nFact Checkers: Trumps lying\nMAGA: Trump is God
Uses sarcastic formatting and ironic contrast between fact-checkers and MAGA supporters to satirize political polarization.
@paulciampo2104
Mar 4, 2025
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
How to lose your friends and allies in 30 seconds.
How to lose your friends and allies in 30 seconds.
Sarcastic commentary using a movie title reference to critique Canada's diplomatic position.
Humor / Satire
0.85
@voidlt
Mar 4, 2025
Lol good luck with all that
Lol good luck with all that
Dismissive sarcastic comment expressing skepticism through ironic tone rather than substantive argument.
Humor / Satire
0.85
@JackB_Nimble88
Mar 4, 2025
Canada is a pimple on Americas backside and Trump has the acne cream
Canada is a pimple on Americas backside and Trump has the acne cream
Uses crude metaphorical humor to demean Canada relative to America, with insulting rather than substantive intent.
@CoreyArsenault-c8t
Mar 4, 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 thought 9% approval Trudeau was gone? \n\nLooks like you may have to jiggle the handle.
I thought 9% approval Trudeau was gone? \n\nLooks like you may have to jiggle the handle.
Uses sarcasm and a plumbing metaphor to mock a political leader's approval ratings and viability.
Humor / Satire
0.85
@JayBee-cr8jm
Mar 4, 2025
Trump voters are already choking on it ?
Trump voters are already choking on it ?
Uses sarcastic, mocking language with an emoji to make a joke about Trump voters.
Humor / Satire
0.85
@2noiembrie83
Mar 4, 2025
When Russia invade you Canada, don't call the US.
When Russia invade you Canada, don't call the US.
Sarcastic jab at Canada's military vulnerability framed as dark humor, with underlying threat anxiety about geopolitical security.
@SunRay629
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)