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
Lol at the tuk tuk IA slop
Lol at the tuk tuk IA slop
Mocking comment using slang to ridicule content or subject matter.
Humor / Satire
0.70
jjjdgd5
Jan 28, 2026
Hmmm a President Harris not so bad now. TOO Late
Hmmm a President Harris not so bad now. TOO Late
Employs ironic commentary suggesting regret about a political alternative, with ambiguous sarcastic tone.
Humor / Satire
0.70
@darkcity2004
Mar 4, 2025
Kamala somewhere like “told y’all”???
Kamala somewhere like “told y’all”???
Sarcastic reference to Kamala Harris with mocking tone, using humor to comment on political situation.
Humor / Satire
0.70
@MorningWood9inch
Mar 4, 2025
Wtf did Africans do to that guy 😂😂😂😂
Wtf did Africans do to that guy 😂😂😂😂
Uses humor and emojis to mock or question a statement about Africans, likely referencing video content.
Humor / Satire
0.70
ajjamison7966
Jan 29, 2026
The dude on the bike is definitely autistic 😂
The dude on the bike is definitely autistic 😂
Makes a joke about someone's behavior using a disability reference with laughing emoji, employing humor to mock.
Humor / Satire
0.70
Coralineothermother
Jan 28, 2026
you guys all suck MAGA!
you guys all suck MAGA!
Brief dismissive statement with MAGA slogan appears to be sarcastic or mocking commentary.
Humor / Satire
0.70
@cheesengritz7154
Mar 4, 2025
No no. That's not part of the deal! We keep commi women..dont pull that bs on me.
No no. That's not part of the deal! We keep commi women..dont pull that bs on me.
Uses sarcasm and absurdist humor to mock what appears to be a previous comment's claim.
Humor / Satire
0.70
@Marcus-rg7bg
Mar 4, 2025
Get wrecked wokies
Get wrecked wokies
Sarcastic/mocking phrase dismissing progressive critics, using colloquial language for comedic effect.
@VincentX709
Mar 4, 2025
-1,000,000 IZZAT
-1,000,000 IZZAT
Cryptic comment using 'IZZAT' (honor/respect in South Asian context) with negative framing, likely satirical commentary on immigration.
Humor / Satire
0.70
humanvegetable
Jan 27, 2026
Trudeaublos
Trudeaublos
Appears to be a derogatory slang term or meme reference mocking Trudeau supporters, using humor/satire.
Humor / Satire
0.70
@sowhat3459
Mar 5, 2025
carpet flying?
carpet flying?
Cryptic reference to 'carpet flying' appears to be sarcastic/mocking commentary, likely alluding to stereotypes, though context is unclear.
Humor / Satire
0.70
minh_trader_mnq
Jan 3, 2026
Indians think that Punjab is different than the other Singhshitlanders 😂😂😂
Indians think that Punjab is different than the other Singhshitlanders 😂😂😂
Mocking ethnic stereotypes with laughing emojis suggests satirical intent, though the target and tone are ambiguous.
historywizardusa
Jan 27, 2026
Go apologize to some Indians.
Go apologize to some Indians.
Uses sarcastic jab referencing Trudeau's past apology to Indian parliament, employing irony as criticism.
@MisterPaulFish
Mar 4, 2025
Bramladesh!
Bramladesh!
Portmanteau combining 'Bram' and 'Bangladesh' appears to be sarcastic commentary on immigration demographics.
Humor / Satire
0.70
NoBS249
Jan 28, 2026
Banyise Trumpzozo?
Banyise Trumpzozo?
Appears to be a playful or mocking reference to Trump using a nickname, likely satirical commentary.
Humor / Satire
0.70
@langaphenduka4592
Mar 4, 2025
It's not Donald, Justin. \nIt's POTUS Elon.
It's not Donald, Justin. \nIt's POTUS Elon.
Sarcastic claim that Elon Musk is the real president, using irony to critique political influence.
@Haymankahn
Mar 4, 2025
Blistering ???watch them fold
Blistering ???watch them fold
Cryptic sarcastic comment using 'Blistering' and 'fold' as ironic commentary on political weakness.
Humor / Satire
0.70
@MrDrewbobber
Mar 4, 2025
Trudo can eat trash
Trudo can eat trash
A crude insult presented as dismissive humor/sarcasm directed at Trudeau.
Humor / Satire
0.70
@agxiii9619
Mar 4, 2025
Thanks, MAGA. ?
Thanks, MAGA. ?
Sarcastic one-liner thanking MAGA, likely mocking Trump supporters or the political situation with ironic brevity.
Humor / Satire
0.70
@merrickying4264
Mar 4, 2025
THE CANADIAN PRIME MINISTER HAS MORE BIG BAL*S THAN THOSE PUPPET REPUBLICAN LEADERS TO CRITICIZE DONALD TRUMP!
THE CANADIAN PRIME MINISTER HAS MORE BIG BAL*S THAN THOSE PUPPET REPUBLICAN LEADERS TO CRITICIZE DONALD TRUMP!
Uses exaggerated, crude language and sarcasm to mock political leaders through comparison, employing comedic tone.
@JeffS-w4l
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)