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
This guy with the bike is sub-70s IQ 😂
This guy with the bike is sub-70s IQ 😂
Uses mocking humor and emoji to ridicule someone in the video, employing sarcasm rather than substantive argument.
Humor / Satire
0.85
TheMKTube
Jan 29, 2026
From Toronto, a solution: Mr Trump could source the things he desperately needs from Russia. Agreeably sort out tariffs with Putin. Then set up free lessons in Russian for interested Americans. MAGA hats are already …
From Toronto, a solution: Mr Trump could source the things he desperately needs from Russia. Agreeably sort out tariffs with Putin. Then set up free lessons in Russian for interested Americans. MAGA hats are already the right colour: Red
Uses sarcastic, ironic commentary suggesting Trump work with Russia and offering tongue-in-cheek 'solutions' with political wordplay.
Humor / Satire
0.85
@marthajackson7347
Mar 4, 2025
The dude on the bike said the quiet part out loud “poor white trash like me”. 🙄😜
The dude on the bike said the quiet part out loud “poor white trash like me”. 🙄😜
Uses sarcasm and emojis to mock a video participant's self-deprecating comment about class status.
PSingh-n6j
Mar 3, 2026
Now go to surrey lmao
Now go to surrey lmao
Sarcastic suggestion using 'lmao' to make a joking point about another location.
Humor / Satire
0.85
Jp4x9h
Jan 29, 2026
Calling it dumb hit different.
Calling it dumb hit different.
Brief sarcastic comment about Trudeau calling something 'dumb,' using humor to comment on the video content.
@ArchefluxxMusic
Mar 4, 2025
Can you imagine Canadians & Americans meeting on a battlefield? It's like that scene in Braveheart, we start charging at each other screaming only to abruptly stop midway and greet each other and share a …
Can you imagine Canadians & Americans meeting on a battlefield? It's like that scene in Braveheart, we start charging at each other screaming only to abruptly stop midway and greet each other and share a laugh. We may have little control over it but we won't let politics & politicians pit us against each other.
Uses humorous, imaginative scenario to express cross-border solidarity and rejection of political division.
@williamdaniels9728
Mar 4, 2025
The guy on the bike should be in parliament xD
The guy on the bike should be in parliament xD
Joking suggestion that a person from the video should be in parliament, using ironic humor about political representation.
Humor / Satire
0.85
lokerin493
Jan 29, 2026
California is a blue state. Please come visit us, and make us one of your new provinces.
California is a blue state. Please come visit us, and make us one of your new provinces.
Uses ironic/joking tone suggesting California become a Canadian province, satirizing political divisions.
@United7093
Mar 4, 2025
Khalistan 😂😂😂😂
Khalistan 😂😂😂😂
Laughing emojis with a single word suggest sarcastic or mocking commentary rather than serious engagement.
Humor / Satire
0.85
ntn201
Jan 29, 2026
The dumbest people wouldn't have elected this Idiot... well done America
The dumbest people wouldn't have elected this Idiot... well done America
Uses sarcastic irony to mock American voters for electing Trump, framed as backhanded commentary.
@narihavewalla4133
Mar 4, 2025
Sean Fraser, Marc Miller and now Lena Diab😵😵💫...Carney/Trudeau could have hired 3 Stoogies and they would have done better!! 😔😬
Sean Fraser, Marc Miller and now Lena Diab😵😵💫...Carney/Trudeau could have hired 3 Stoogies and they would have done better!! 😔😬
Uses sarcastic comparison to the Three Stooges and emoji to mock government ministers' competence in a comedic tone.
actionjackson9290
Feb 26, 2026
I know a black and Indian couple. They met at a 7-11 robbery.
I know a black and Indian couple. They met at a 7-11 robbery.
Joke using stereotypes and dark humor to mock both the couple and the setting.
Humor / Satire
0.85
NealWilliams-k6s
Jan 27, 2026
Lookie Americans, a prime minister who can speak in coherent sentences and as a bonus in 2 languages
Lookie Americans, a prime minister who can speak in coherent sentences and as a bonus in 2 languages
Sarcastic backhanded compliment comparing Canadian and American leadership through ironic praise of coherent speech.
@blitzroehre1807
Mar 4, 2025
Brampton punjabis are crying on reddit about this video showing the truth. Absolutely wild. 😂😂😂
Brampton punjabis are crying on reddit about this video showing the truth. Absolutely wild. 😂😂😂
Uses sarcasm and mocking tone ('Absolutely wild') with emojis to ridicule a specific ethnic group's reaction to the video.
driveri1435
Jan 29, 2026
Americans should book Russian courses so that they can communicate better with their new friends. Maybe communism is the better way for America, as time will show
Americans should book Russian courses so that they can communicate better with their new friends. Maybe communism is the better way for America, as time will show
Sarcastic commentary using irony to mock American political concerns by suggesting communism and Russian alignment as solutions.
@Hamurabi-xk2dw
Mar 4, 2025
based bike guy 😂
based bike guy 😂
Uses emoji and casual language ('based') to make a joking endorsement of someone in the video.
Humor / Satire
0.85
sev131
Jan 29, 2026
I'm bout to jump on to Civ 6. All this tension between the world leaders making me wanna take on the world ?
I'm bout to jump on to Civ 6. All this tension between the world leaders making me wanna take on the world ?
Uses humor and gaming reference to satirically respond to geopolitical tension, deflecting with lighthearted commentary.
Humor / Satire
0.85
@TuntunGamer
Mar 4, 2025
😂😂😂😂😂😂😂😂 Dude said Indians are generally a “Dirty People” 😂 😂😂😂😂😂😂
😂😂😂😂😂😂😂😂 Dude said Indians are generally a “Dirty People” 😂 😂😂😂😂😂😂
The commenter is using laughter emojis and sarcasm to mock an offensive statement made in the video, treating it as absurd rather than endorsing it.
garrethunt8796
Jan 29, 2026
Lol funny as hell brother i bet you were scared as hell lol
Lol funny as hell brother i bet you were scared as hell lol
Humorous recounting of a personal anecdote about a driver, using joking tone.
cameronstrife1659
Jan 27, 2026
My Premier is right, it's a dumb thing to do BUT saying that Trump is intelligent is a loooong stretch lol
My Premier is right, it's a dumb thing to do BUT saying that Trump is intelligent is a loooong stretch lol
The comment uses sarcasm and humor ('looong stretch') to critique both the Premier's position and Trump's intelligence.
@p0lig0nQC
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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