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
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Everytime I watch these videos I feel like I'm infilitrating a racist pro-trump cult :D
Uses sarcasm and ironic tone (emoticon) to mock the video's perceived ideological stance, combining humor with commentary about the video itself.
darktodds
Feb 7, 2026
I LOVE that he keeps calling him “Donald” (I hear donny hates that).
I LOVE that he keeps calling him “Donald” (I hear donny hates that).
Uses humor and irony to comment on the speaker's word choice and its presumed effect on Trump.
Humor / Satire
0.85
@kathyjohnson1911
Mar 4, 2025
The fact the driving absolutely sucks is actually fucking hilarious 😂😂
The fact the driving absolutely sucks is actually fucking hilarious 😂😂
The comment uses humor and laughter emojis to make a lighthearted joke about driving conditions.
Humor / Satire
0.85
jameshall5440
Feb 7, 2026
Bahahahaja? we will never hurt morons
Bahahahaja? we will never hurt morons
Laughing response with sarcastic dismissal, using humor to mock the subject matter.
Humor / Satire
0.85
@tomatoK-z8x
Mar 4, 2025
Trudeau the Feminist Tough Guy ???
Trudeau the Feminist Tough Guy ???
Sarcastic mockery of Trudeau's public image using ironic characterization and emoji.
Humor / Satire
0.85
@denniss8048
Mar 4, 2025
The guy on the bike is a savage 😅😅
The guy on the bike is a savage 😅😅
Casual, approving slang comment with emojis expressing admiration in a lighthearted manner.
Humor / Satire
0.85
louiskwaku8879
Feb 7, 2026
Governor Trudeau
Governor Trudeau
Derisive nickname ('Governor Trudeau') used sarcastically to mock Trudeau's authority or status.
Humor / Satire
0.85
@ashishb
Mar 4, 2025
Dickhead Trump! ?
Dickhead Trump! ?
Brief insult presented as crude humor or venting rather than substantive argument.
Humor / Satire
0.85
@johnbleakley4125
Mar 4, 2025
How about Trump files for Ch. 11 for a 3rd time but this time the whole country.
How about Trump files for Ch. 11 for a 3rd time but this time the whole country.
Uses sarcastic joke comparing Trump's bankruptcy history to potential national economic collapse.
Humor / Satire
0.85
@Rotten-Radish
Mar 4, 2025
Forget Canada as the 51st state.\n\nAs a Northeastern American, I think most of us would prefer to become a province of Canada at this point.
Forget Canada as the 51st state.\n\nAs a Northeastern American, I think most of us would prefer to become a province of Canada at this point.
Uses ironic reversal (Americans wanting to join Canada rather than annexation) as satirical commentary on political preferences.
@truyentruong9015
Mar 4, 2025
No... No... No... Trump will say I've done many great, amazing, beautiful things with the Canadian Governor putting in a bit of help....
No... No... No... Trump will say I've done many great, amazing, beautiful things with the Canadian Governor putting in a bit of help....
Satirical mimicry of Trump's speaking style and tendency to self-praise, using exaggeration for comedic effect.
Humor / Satire
0.85
@Amejoharee
Mar 4, 2025
Lexicographers may soon have to amend the American English lexicon: twice bitten, forever shy.
Lexicographers may soon have to amend the American English lexicon: twice bitten, forever shy.
Uses wordplay and ironic reference to the proverb 'twice bitten, forever shy' to satirize US-Canada relations.
Humor / Satire
0.85
@mihaihorezeanu43
Mar 4, 2025
I really wish canada would take michigan!!!
I really wish canada would take michigan!!!
Jocular wish for Canada to annex Michigan, using absurdist humor to comment on cross-border relations.
@bubbafrump74
Mar 4, 2025
When Trump said he wanted a border war, this is not exactly what I had in mind. ?
When Trump said he wanted a border war, this is not exactly what I had in mind. ?
Ironic commentary using wordplay ('border war') to satirize Trump's rhetoric.
Humor / Satire
0.85
@SARGE-LSA
Mar 4, 2025
Just piss off the world Trump, moron!
Just piss off the world Trump, moron!
Brief sarcastic insult using casual language ('piss off the world') as ironic commentary on Trump's diplomatic approach.
Humor / Satire
0.85
@kenn2184
Mar 4, 2025
All this talk about Canada becoming the 51st state? How about the U.S. becoming the 11th province instead?
All this talk about Canada becoming the 51st state? How about the U.S. becoming the 11th province instead?
Responds to annexation talk with humorous reversal, comparing Canada and U.S. political structures.
@TheRetroCellar
Mar 4, 2025
Governor Trudo
Governor Trudo
Mocking nickname ('Governor Trudo') for Trudeau, using sarcasm to critique his authority or status.
Humor / Satire
0.85
@quietlightning4063
Mar 4, 2025
Who voted for Donna Trumpelstiltskin again?
Who voted for Donna Trumpelstiltskin again?
Uses wordplay and mocking nickname ('Trumpelstiltskin') to satirize Trump through rhetorical questioning.
Humor / Satire
0.85
@KaskKreem
Mar 4, 2025
The only part of this I didn’t agree with was when he called Trump smart. A flaming bag of hair clippings has more intelligence than Trump.
The only part of this I didn’t agree with was when he called Trump smart. A flaming bag of hair clippings has more intelligence than Trump.
Sarcastic insult of Trump using absurdist imagery, commenting on the video's content about Trudeau's statements.
@jpalvaro5394
Mar 4, 2025
If this wasn't reality happening, it would be a very interesting drama tv show to watch world politics right now.
If this wasn't reality happening, it would be a very interesting drama tv show to watch world politics right now.
Treats current geopolitical tensions as entertainment, using ironic detachment to comment on world politics.
Humor / Satire
0.85
@HerrGreencoat
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)