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
an old orange is going down soon
an old orange is going down soon
Sarcastic, dismissive comment using 'orange' as coded reference to Trump with prediction of his downfall.
Humor / Satire
0.88
@prostotakwo
Mar 4, 2025
Donald..just donald..hahaha.\nDonald.. now you listen..
Donald..just donald..hahaha.\nDonald.. now you listen..
Playful, repetitive mockery of Trump's speaking style using exaggerated dialogue and laughter.
Humor / Satire
0.88
@mustapakamalmohamedkassim3336
Mar 4, 2025
Dude with the bike was BASED. 😂👌
Dude with the bike was BASED. 😂👌
The comment uses slang ('BASED') and emojis to humorously praise someone's behavior shown in the video, functioning as comedic commentary.
stanleysmith7551
Jan 27, 2026
"Im from Portugal. Lisbon. . . Abrigardo." Hahahaha brilliant 14:18
"Im from Portugal. Lisbon. . . Abrigardo." Hahahaha brilliant 14:18
Laughing at a specific moment in the video, finding humor in a speaker's accent or pronunciation.
royalchamp5039
Jan 27, 2026
TURD WURLD PROBLEMS MON
TURD WURLD PROBLEMS MON
Uses mocking slang ('TURD WURLD PROBLEMS') and sarcasm to ridicule immigrants or immigration discourse through crude humor.
Humor / Satire
0.88
joepipito7431
Aug 26, 2025
Cope bitches 😂😂😂
Cope bitches 😂😂😂
Uses dismissive slang and emojis in a sarcastic tone, mocking opposing viewpoints without substantive argument.
Humor / Satire
0.88
abhishekmahanta1112
Jan 28, 2026
Smuggler speaking Hindi not Punjabi lool
Smuggler speaking Hindi not Punjabi lool
Brief, joking observation about a video subject's language choice, using casual humor ('lool') to comment on the content.
Humor / Satire
0.88
DK-1011z
Feb 17, 2026
Maybe scamming someone while driving 😂
Maybe scamming someone while driving 😂
Joking comment with emoji suggesting sarcastic commentary on an unspecified topic.
Humor / Satire
0.88
Regie69969
Jan 27, 2026
Can America just become Canada’s next territory?
Can America just become Canada’s next territory?
Ironic reversal suggesting America become Canada's territory, using satire to comment on power dynamics and desirability.
@KevinLynchMusic
Mar 4, 2025
Check out both last 4 alphabets Canadian Indian Good luck Canadian , your siblings are breeding fast there 🤣
Check out both last 4 alphabets
Canadian
Indian
Good luck Canadian , your siblings are breeding fast there 🤣
Uses wordplay and sarcasm about 'Canadian' vs 'Indian' alphabets combined with demographic anxiety expressed through joking tone.
azmanhamid4569
Oct 9, 2025
I love the bike guy lol
I love the bike guy lol
Lighthearted comment expressing amusement at a specific person featured in the video.
Humor / Satire
0.88
ESÆLLE
Jan 27, 2026
Not once did he thank President Trump for the honor of living in America's 51'st state either... Imagine the nerve.. Right JD?
Not once did he thank President Trump for the honor of living in America's 51'st state either... Imagine the nerve.. Right JD?
Uses sarcastic irony by referring to Canada as America's '51st state' and mocking Trudeau's supposed lack of gratitude.
@jeff95050
Mar 4, 2025
But... but you have to understand! We had to vote the way we did because there were upwards of five or six girls with peeners playing sports! ?♂ (That was sarcasm, in case it wasn't …
But... but you have to understand! We had to vote the way we did because there were upwards of five or six girls with peeners playing sports! ?♂ (That was sarcasm, in case it wasn't clear. US people have lost their damned minds).
Uses sarcasm to mock American voters' priorities (transgender athletes in sports), explicitly flagged as sarcasm by the commenter.
@davidmcleod5133
Mar 4, 2025
Singh Hortons is what Canadians call it.
Singh Hortons is what Canadians call it.
Makes a joking reference to Tim Hortons using a name-based pun ('Singh Hortons') to satirize demographic change.
Humor / Satire
0.88
homeserviceu
Jan 27, 2026
Canada, the greatest country on Earth?! LOLOLOLOLOL
Canada, the greatest country on Earth?! LOLOLOLOLOL
Uses sarcastic laughter and ironic tone to mock Canada's national reputation, implying skepticism about the country's status.
artby1285
Feb 18, 2026
The “Big things” and “you’re a very smart guy “ energy is wild ??
The “Big things” and “you’re a very smart guy “ energy is wild ??
Uses sarcasm and mocking tone to critique a political figure's rhetorical style and communication patterns.
@k.i.a4579
Mar 4, 2025
Trump is NOT smarter than a 5th grader
Trump is NOT smarter than a 5th grader
Sarcastic insult using hyperbolic comparison to mock Trump's intelligence.
Humor / Satire
0.88
@markmontes007
Mar 4, 2025
Tyler missed the smells of India so without having to travel all the way back there this was the easiest thing to do 😂
Tyler missed the smells of India so without having to travel all the way back there this was the easiest thing to do 😂
Sarcastic joke implying the creator visited an Indian neighborhood to experience Indian culture without traveling, using humor to critique the video's premise.
Humor / Satire
0.88
darlenemarietroise
Jan 27, 2026
Trump is Putin’s puppy
Trump is Putin’s puppy
Sarcastic insult comparing Trump to Putin, using ironic language rather than substantive policy critique.
Humor / Satire
0.88
@Seuss1908
Mar 4, 2025
Ohhh dhoti international bejati🤣🤣🤣
Ohhh dhoti international bejati🤣🤣🤣
Uses stereotypical language and emoji to mock Indian cultural dress and identity in a joking manner.
Humor / Satire
0.88
Rabitmg1
Jan 28, 2026
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)