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
Admit USA has better hockey and we might just make a deal.
Admit USA has better hockey and we might just make a deal.
Humorous/sarcastic comment using hockey rivalry as a lighthearted negotiation tactic.
Humor / Satire
0.85
@lotus6314
Mar 4, 2025
Guy on the bike for prime minister
Guy on the bike for prime minister
Jokingly suggests the bike guy should be prime minister, using ironic hyperbole as commentary.
bobbylytebitch
Jan 27, 2026
I like how Trudeau markedly dropped to a preschool language level when talking to Trump. \nThen went right back up to middle school when talking to the citizens of Canada.
I like how Trudeau markedly dropped to a preschool language level when talking to Trump. \nThen went right back up to middle school when talking to the citizens of Canada.
Satirical observation about Trudeau's alleged code-switching in language complexity depending on audience, using ironic commentary.
Humor / Satire
0.85
@zwegertpeter8770
Mar 4, 2025
The greatest country on earth? I KNOW you are NOT talking about USA 😂. 😅
The greatest country on earth? I KNOW you are NOT talking about USA 😂. 😅
Uses sarcastic humor to challenge the 'greatest country' claim, implicitly comparing Canada or another nation to the USA.
311i0tt6
Feb 6, 2026
bike guy for the canadas presidency😂
bike guy for the canadas presidency😂
Uses joking tone to suggest a video subject for high political office, employing ironic humor.
avishkarandika4473
Feb 6, 2026
Trudeau using words that Donald can understand “big”, “doing big things” ?
Trudeau using words that Donald can understand “big”, “doing big things” ?
Sarcastic joke implying Trudeau must use simple language ('big') for Trump to understand, mocking Trump's intelligence through irony.
Humor / Satire
0.85
@CGRANT-ev7sx
Mar 4, 2025
But can't you see the awesome clothes on the emperor?\nNot saying, that he can't read...
But can't you see the awesome clothes on the emperor?\nNot saying, that he can't read...
Sarcastic reference to 'emperor's new clothes' fable, using irony to critique someone's competence while appearing to praise them.
Humor / Satire
0.85
@viennois0123
Mar 4, 2025
"Indian's are usually dirty people" buddy...atleast we know how to wash our ass.
"Indian's are usually dirty people" buddy...atleast we know how to wash our ass.
Uses sarcastic humor and a crude joke to counter a racist stereotype about Indian people, defending group identity.
parulkakkar4066
Feb 4, 2026
Great job MAGA, fools
Great job MAGA, fools
Uses sarcasm ('Great job MAGA, fools') to mock Trump supporters and his policies.
Humor / Satire
0.85
@BirdSong_01
Mar 4, 2025
Literally crying when he said us fighting is what the people around the world want to see ????
Literally crying when he said us fighting is what the people around the world want to see ????
Emotional reaction expressed through humor/irony about international conflict being entertainment for others.
Humor / Satire
0.85
@catpaws007
Mar 4, 2025
Always the homeless people who talk the most shit 😂
Always the homeless people who talk the most shit 😂
The comment uses humor and sarcasm to mock homeless people's commentary, employing a dismissive joke with an emoji.
Humor / Satire
0.85
ajax4801
Jan 28, 2026
The pee tape has really done a lot of heavy lifting
The pee tape has really done a lot of heavy lifting
Sarcastic reference to conspiracy theories ('pee tape') as commentary on the video's framing or broader discourse.
@_Woo
Mar 4, 2025
0:09 bro they just showed you how to spell
0:09 bro they just showed you how to spell
A sarcastic joke about the video content, using humor to comment on what was shown.
blu6116
Feb 27, 2026
THIS IS SO FUNNY
THIS IS SO FUNNY
Brief expression of amusement without substantive content; appears to be a reaction rather than argument.
Humor / Satire
0.85
turkialobidei3002
Jan 28, 2026
Diab has epilepsy…. of the eyes
Diab has epilepsy…. of the eyes
A sarcastic joke making fun of a specific minister using wordplay and insult humor.
Humor / Satire
0.85
huntercallan1458
Feb 27, 2026
What are friends for without benefits ?
What are friends for without benefits ?
Cryptic rhetorical question using wordplay ('friends for without benefits') as ironic commentary on international relations.
Humor / Satire
0.85
@tphenstvchannel566
Mar 4, 2025
17:30 he just wanted to finesse the clippers for his own toes, im sure the sandal situation aint up to snuff for some time now
17:30 he just wanted to finesse the clippers for his own toes, im sure the sandal situation aint up to snuff for some time now
Makes a joking observation about a specific moment in the video regarding footwear.
Humor / Satire
0.85
MatthewK-i4w
Jan 27, 2026
It's cheap and the airports right there LOL
It's cheap and the airports right there LOL
Casual, joking tone with 'LOL' suggesting sarcastic or lighthearted commentary about location affordability.
Humor / Satire
0.85
complianceaves1120
Feb 3, 2026
Bro that bike guy must be eating poop that's why he is pooping form his mouth 😂😂
Bro that bike guy must be eating poop that's why he is pooping form his mouth 😂😂
The comment uses crude jokes and emojis to mock someone in the video, employing absurdist humor rather than substantive commentary.
Humor / Satire
0.85
user-mi2wv7fm6h
Feb 3, 2026
Their IQ is higher than Trump's!😂😂😂😂😂😂
Their IQ is higher than Trump's!😂😂😂😂😂😂
Makes a humorous comparison between immigrants and Trump using multiple laughing emojis.
Humor / Satire
0.85
marthadaffue3430
Feb 24, 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)