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
When they talk about how bad the Punjabis drive, all I could think about was that idi0t in the truck who killed 4 people in FL, trying to cross to the over side of the …
When they talk about how bad the Punjabis drive, all I could think about was that idi0t in the truck who killed 4 people in FL, trying to cross to the over side of the highway in a 18 wheeler from a middle lane
Uses sarcasm to deflect criticism of Punjabi drivers by pointing to a counterexample, mixing humor with identity-based defensiveness.
ninocrown3247
Jan 27, 2026
Building giant demon statues on your invaded land just like the ancient Babylonians intended
Building giant demon statues on your invaded land just like the ancient Babylonians intended
Sarcastic/ironic commentary comparing immigration to ancient Babylon, using absurdist humor to critique demographic change.
nimics
Jan 27, 2026
Criss de face à claque.
Criss de face à claque.
French-language expression of exasperation/dismissal using colloquial phrasing, likely sarcastic commentary on the video content.
Humor / Satire
0.75
@nad3266
Mar 4, 2025
In order to speak with intelligence one must first be intelligent
In order to speak with intelligence one must first be intelligent
Sarcastic jab at someone's intelligence, likely directed at another commenter or public figure.
@margaretwiggins5713
Mar 4, 2025
MAGA. Moscow Agent Governing America.
MAGA. Moscow Agent Governing America.
A sarcastic acronym (MAGA reinterpreted as 'Moscow Agent Governing America') that uses wordplay to mock political leadership.
@williewillie7717
Mar 4, 2025
7:01 Donald remélem megértette ezen az általános iskolás szinten elhangzott pár mondatot. Köszönöm Trudeau miniszterelnök úrnak.
7:01 Donald remélem megértette ezen az általános iskolás szinten elhangzott pár mondatot. Köszönöm Trudeau miniszterelnök úrnak.
Written in Hungarian, the comment sarcastically suggests Trump may not understand simple statements, using ironic tone to critique his intelligence.
Humor / Satire
0.75
@gaborgabor136
Mar 4, 2025
So, are these egotistical buffoons going to ask the Prime Minister of Canada to apologize to their fake king?
So, are these egotistical buffoons going to ask the Prime Minister of Canada to apologize to their fake king?
Sarcastic rhetorical question mocking Trump and his supporters with ironic commentary about apologies.
@iandesr
Mar 4, 2025
Lindu p4_jeet doing their best thing 😂
Lindu p4_jeet doing their best thing 😂
Mocking comment using ethnic stereotyping and laughing emojis, combining satire with identity-based framing.
MIKE-k-j8i
Feb 11, 2026
THIS ALL DRAKES FAULT?
THIS ALL DRAKES FAULT?
Jokingly blames Drake (celebrity) for Canada's situation, using absurdist humor.
@MassiBrunner77
Mar 4, 2025
white cucks crying in comments🤣🤣🤣🤣🤣🤣🤣
white cucks crying in comments🤣🤣🤣🤣🤣🤣🤣
Uses mocking laughter and derogatory slur to satirize perceived hypocrisy, combining humor with identity-based mockery.
itachitanjiro3712
Jan 28, 2026
PP could NEVER!
PP could NEVER!
Sarcastic jab at a political party (PP) using ironic understatement, likely mocking their perceived weakness on an issue.
@natm6679
Mar 4, 2025
thats CaNDIA now
thats CaNDIA now
Brief sarcastic comment playing on the word 'Canada' with altered spelling, likely mocking the video's framing.
Humor / Satire
0.75
maybenotshivanshu
Feb 6, 2026
Bro sound they cant hold a job but he doesnt even have a car LOL buddy riding a bike in the dead of winter
Bro sound they cant hold a job but he doesnt even have a car LOL buddy riding a bike in the dead of winter
Mocking tone with 'LOL' about someone's employment and transportation situation, combining sarcasm with economic commentary.
bigganger9343
Jan 28, 2026
saaaaaaaaaaaar look at me . i am white now
saaaaaaaaaaaar look at me . i am white now
Sarcastic comment using exaggeration to mock or comment on racial/ethnic identity, likely satirizing assimilation or racial dynamics.
podcatchannels2292
Feb 7, 2026
51st state ???
51st state ???
Brief joking reference to Canada becoming a U.S. state, using sarcasm to comment on the relationship between nations.
@Aprameya
Mar 4, 2025
Mr Tough guy ???? ooohhhh. Watch out.
Mr Tough guy ???? ooohhhh. Watch out.
Mocking, sarcastic commentary on someone's toughness with exaggerated tone and punctuation.
Humor / Satire
0.75
@filomenadirienzo6686
Mar 4, 2025
Pay up sucker!!
Pay up sucker!!
Brief sarcastic comment likely mocking tariff negotiations or payment demands, using ironic tone.
Humor / Satire
0.75
@cheewee1009
Mar 4, 2025
Trump is so stupid, it hurts.
Trump is so stupid, it hurts.
Hyperbolic, dismissive statement about Trump presented as casual commentary rather than substantive critique.
Humor / Satire
0.75
@coolcat23
Mar 4, 2025
imagine if they had to fight the,selves
imagine if they had to fight the,selves
Cryptic, fragmented comment using ironic hypothetical framing, likely sarcastic commentary.
Humor / Satire
0.75
@vandamundt3402
Mar 4, 2025
Hey Donnald, hey! Hey Donnald..... \nDUck !!??.
Hey Donnald, hey! Hey Donnald..... \nDUck !!??.
Nonsensical, playful comment with duck reference appears to be joking or trolling rather than substantive commentary.
@raydiofolk
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)