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
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
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
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
Trumps a goof and ahalf butt hole
Trumps a goof and ahalf butt hole
Crude insult presented as humorous name-calling rather than substantive critique.
Humor / Satire
0.85
@daddyg8791
Mar 4, 2025
lol. We don’t care. The fact that they are making speeches and see this as an existential threat tells me they aren’t going to win this.
lol. We don’t care. The fact that they are making speeches and see this as an existential threat tells me they aren’t going to win this.
The comment uses dismissive humor ('lol') and sarcasm to mock political speeches and predictions about electoral outcomes.
@gullenator1
Mar 4, 2025
Damn he's pretty! \nI mean... GOOD SPEECH, RIGHT ON! ✊?
Damn he's pretty! \nI mean... GOOD SPEECH, RIGHT ON! ✊?
Uses ironic humor and self-correction to mock the speaker or situation in a lighthearted way.
Humor / Satire
0.85
@sleepnomore6065
Mar 4, 2025
Trudeau, Bahahahahahahaha ????
Trudeau, Bahahahahahahaha ????
Uses mocking laughter and emojis to express dismissive humor about Trudeau without substantive argument.
Humor / Satire
0.85
@covidiousmyocarditis4721
Mar 4, 2025
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
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
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
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)