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
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Humor / Satire
4,434 comments
Is America Great Again yet?
Is America Great Again yet?
Sarcastic rhetorical question mocking Trump's 'Make America Great Again' slogan in the context of current geopolitical tensions.
Humor / Satire
0.80
@marksurber1577
Mar 4, 2025
just rename to country to scamada already
just rename to country to scamada already
Sarcastic wordplay ('scamada') mocking Canada's immigration policies through ironic renaming.
rsvp9816
Sep 21, 2025
Our dumbass president can’t stop losing ?
Our dumbass president can’t stop losing ?
Derisive name-calling with sarcastic tone critiquing political leadership through mockery.
Humor / Satire
0.80
@jabuhrer1
Mar 4, 2025
The original Indians got invaded in this country... Now the other Indians are invading the invaders.... Karmas a bhtch lol!
The original Indians got invaded in this country... Now the other Indians are invading the invaders.... Karmas a bhtch lol!
Ironic commentary using historical inversion (original Indigenous peoples vs. Indian immigrants) with sarcastic tone about karma and consequences.
realilty
Jan 27, 2026
You damn right you hockey loving idiot we already beat ya at your own game them whooped you in the fights usa ?? ? ? ? ? ? ??
You damn right you hockey loving idiot we already beat ya at your own game them whooped you in the fights usa ?? ? ? ? ? ? ??
Commenter uses playful, sarcastic banter about Canada beating the US at sports, mixing humor with national identity assertion.
@Watermelonman1
Mar 4, 2025
Way to go USA. God blessed u with Trump, his buffoonery is showing???
Way to go USA. God blessed u with Trump, his buffoonery is showing???
Sarcastic commentary on Trump's leadership using ironic religious framing and mockery.
@godwinturyamureeba
Mar 4, 2025
And they say Channel 5 is better. 😂
And they say Channel 5 is better. 😂
Sarcastic comparison between news channels using emoji to signal ironic tone.
InsideOutMedia23
Jan 27, 2026
Brampastan.
Brampastan.
Derisive portmanteau ('Brampastan') mocking the city's South Asian demographic composition through sarcastic renaming.
standing0
Sep 27, 2025
Trudeau relax bud....you resigned LOL
Trudeau relax bud....you resigned LOL
Commenter uses sarcasm and humor by dismissing Trudeau's authority given his recent resignation.
@jayatkushitrealgood
Mar 4, 2025
Trudeau said he was going to change us, and he did!! Are all you voters who chose lovely hair over competence happy now?
Trudeau said he was going to change us, and he did!! Are all you voters who chose lovely hair over competence happy now?
Uses sarcastic jab ('lovely hair over competence') to mock voters and the Prime Minister.
gordjackson251
Feb 17, 2026
The orange dude went completely nuts!!!
The orange dude went completely nuts!!!
Casual, dismissive characterization presented as humorous commentary rather than substantive critique.
Humor / Satire
0.80
@denispolic2404
Mar 4, 2025
Imagine undermining a literal decades of working together just for the memes (which would really quickly become unfunny)
Imagine undermining a literal decades of working together just for the memes (which would really quickly become unfunny)
Uses ironic, sarcastic tone ('just for the memes') to critique policy decisions undermining bilateral relations.
@VCE4
Mar 4, 2025
Canada about to be the big India.🤣
Canada about to be the big India.🤣
Uses sarcastic emoji-accompanied comment implying demographic replacement/takeover as dark humor.
ryan4053
Sep 23, 2025
As a Minnesotan - can you just take our state plz? We're just like you. We can also fight if needed - state of hockey baby
As a Minnesotan - can you just take our state plz? We're just like you. We can also fight if needed - state of hockey baby
Jocular request for Minnesota to join Canada, using playful tone and cultural references (hockey) to express affinity.
@tessafarrell3358
Mar 4, 2025
UK colonized India, India is now colonizing Canada (Former British Colony), it’s the consequences of their own actions 😂
UK colonized India, India is now colonizing Canada (Former British Colony), it’s the consequences of their own actions 😂
Makes a satirical historical comparison between British colonization of India and Indian immigration to Canada, using emoji to signal ironic tone.
camanbrar
Sep 20, 2025
“I prefer fattoush and tabouli to your salad” what an ijit! Regardless of the name, it’s all salad, Lena!!
“I prefer fattoush and tabouli to your salad” what an ijit! Regardless of the name, it’s all salad, Lena!!
Uses sarcasm and mockery ('what an ijit!') to humorously critique someone's food preferences and semantic distinctions.
Humor / Satire
0.80
amazemebridge
Mar 2, 2026
Little Canada in Little India! What a paradox!
Little Canada in Little India! What a paradox!
Uses ironic wordplay ('Little Canada in Little India') to humorously highlight the paradox of neighborhood naming and cultural identity.
Humor / Satire
0.80
yangmeng7820
Sep 22, 2025
4:12 Borat film was indeed way ahead of it's time.
4:12 Borat film was indeed way ahead of it's time.
Commenter makes a joking reference to the Borat film in relation to video content, using satire and pop culture reference.
HinduWaffenChief
Feb 26, 2026
Wow this what an adult sounds like.? big F to trump
Wow this what an adult sounds like.? big F to trump
Uses sarcasm and mockery to contrast Trudeau's maturity with Trump's perceived immaturity.
@nathant7965
Mar 4, 2025
4:00 pans left to the huge statue 😂
4:00 pans left to the huge statue 😂
Humorous observation about a visual element in the video (statue panning), using emoji to indicate joking tone.
SourayaElQadir
Feb 17, 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)