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
0:01 PEAK INDIAN REPRESENTATION 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
0:01 PEAK INDIAN REPRESENTATION 😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
Uses sarcasm and excessive emojis to mock representation, employing ironic commentary on diversity.
datpreto
Feb 27, 2026
Once again I’m shocked… NOT!
Once again I’m shocked… NOT!
Uses sarcasm ('shocked… NOT!') to mock or express cynicism about the video's content.
Humor / Satire
0.90
Coleworldyeg
Feb 18, 2026
Saaaars vi ar CEO saaar
Saaaars vi ar CEO saaar
Mocking imitation of an accent or stereotypical speech pattern presented as comedic commentary.
Humor / Satire
0.90
PiersBendoo
Jan 27, 2026
As a Canadian, you can’t spell Russia without U.S.A
As a Canadian, you can’t spell Russia without U.S.A
Wordplay joke about spelling 'Russia' containing 'USA,' using ironic commentary.
Humor / Satire
0.90
@MaximeTM
Mar 4, 2025
Oh he didn't wear black face for this speech ? Weird.
Oh he didn't wear black face for this speech ? Weird.
Uses sarcastic reference to a past controversy (blackface) as ironic commentary on the speaker's credibility.
Humor / Satire
0.90
@xXclapXx
Mar 4, 2025
Haha this guy and the clowns surrounding him.
Haha this guy and the clowns surrounding him.
Mocking, dismissive tone using 'clowns' as sarcastic commentary on political figures.
Humor / Satire
0.90
@chriswije
Mar 4, 2025
9:00 "they walk naked" says the guy standing without any clothes on... 😂
9:00 "they walk naked" says the guy standing without any clothes on... 😂
Uses ironic humor to mock a video speaker's hypocrisy, pointing out a contradiction in their argument.
StreetScholar
Oct 9, 2025
4:10 Man is savage 😂
4:10 Man is savage 😂
Uses laughing emoji and 'savage' slang to express amusement at a moment in the video, indicating humorous appreciation.
Humor / Satire
0.90
astonandrews4916
Feb 21, 2026
@2:23 😂😂 I will go next year,,,,aaahhhbaba next month. He will never leave 😂
@2:23 😂😂
I will go next year,,,,aaahhhbaba next month.
He will never leave 😂
Joking commentary with emojis about an immigrant's stated intention to leave versus actual behavior, using comedic timing and irony.
Humor / Satire
0.90
O.J-CFC-SW6
Jan 27, 2026
Trudeau is speaking extra slowly in order to make sure that chaos-Donald is cognitively able to comprehend his words.
Trudeau is speaking extra slowly in order to make sure that chaos-Donald is cognitively able to comprehend his words.
Uses sarcastic humor to mock Trump's cognitive abilities by suggesting Trudeau must speak slowly for him to understand.
Humor / Satire
0.90
@lukasa.856
Mar 4, 2025
Where’s Waldo Canada Edition
Where’s Waldo Canada Edition
Sarcastic reference to 'Where's Waldo' implying immigrants are hard to find or hidden, using wordplay for comedic effect.
Humor / Satire
0.90
007lynne
Nov 21, 2025
Pppphhhhhtttttt!
Pppphhhhhtttttt!
Onomatopoeia expressing dismissive/mocking sentiment without substantive content.
Humor / Satire
0.90
@CamMcB
Mar 4, 2025
His only false statement was saying Trump is a smart guy
His only false statement was saying Trump is a smart guy
Sarcastic jab at Trump's intelligence presented as ironic commentary on the video's claims.
Humor / Satire
0.90
@judep9437
Mar 4, 2025
Putin hasn't been able to take Kiev in 3 years, \nbut managed to take Washington in 5 weeks.
Putin hasn't been able to take Kiev in 3 years,
\nbut managed to take Washington in 5 weeks.
Commenter uses ironic comparison (Putin's military failure vs. political success in US) as satirical commentary on Trump-Putin relationship.
Humor / Satire
0.90
@romeowong84
Mar 4, 2025
Trump gettin' roasted
Trump gettin' roasted
Casual, joking reference to Trump being criticized or mocked in the video.
Humor / Satire
0.90
@ironhawk70
Mar 4, 2025
😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂😂
String of laughing emojis indicating amusement or sarcastic response to the video content.
Humor / Satire
0.90
ShamimHosain-t8v
Feb 20, 2026
Leave India and move to India??
Leave India and move to India??
Sarcastic/ironic comment pointing out the logical contradiction in a statement about leaving India for India.
Humor / Satire
0.90
arwinfm
Oct 8, 2025
Justin is available next Monday for Kids party as clown he out of work on Sunday
Justin is available next Monday for Kids party as clown he out of work on Sunday
Satirical joke comparing Justin Trudeau to an unemployed clown available for children's parties, using ironic commentary on his political status.
Humor / Satire
0.90
@J-cj9ld
Mar 4, 2025
How many Americans have been unalived from diabetes because of Canadian maple syrup? Fentanyl is nothing compared to that sugar syrup.
How many Americans have been unalived from diabetes because of Canadian maple syrup? Fentanyl is nothing compared to that sugar syrup.
Uses absurdist humor and sarcasm comparing maple syrup to fentanyl to mock the seriousness of drug concerns.
Humor / Satire
0.90
@mattheww797
Mar 4, 2025
I always think “this guy couldn’t be less threatening. Then he proves me wrong and starts talking French.”
I always think “this guy couldn’t be less threatening. Then he proves me wrong and starts talking French.”
Ironic joke about the speaker's appearance versus his rhetorical impact when speaking French.
Humor / Satire
0.90
@jacobyinger4476
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)