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
Alberta is Culling (?)
Alberta is Culling (?)
Wordplay on 'Alberta is Calling' slogan, substituting 'Culling' to sarcastically critique the campaign.
Humor / Satire
0.80
@ricke6854
Feb 20, 2026
Indians are getting back to their land. 😂😂😂
Indians are getting back to their land. 😂😂😂
Uses sarcastic humor with laughing emojis to comment on Indian immigration, employing ironic framing.
Luckson-j7z
Feb 19, 2026
2:09 is this from Trump's notebook? I think u spent waaaay to much time in Mar-a-lago.
2:09 is this from Trump's notebook? I think u spent waaaay to much time in Mar-a-lago.
Sarcastic comparison to Trump using exaggeration and mockery to critique the politician's approach.
@victorespinosa2805
Feb 20, 2026
Canadian Trump 2.0 😂😂😂
Canadian Trump 2.0 😂😂😂
Sarcastic comparison of the politician to Trump using emoji to mock their political approach.
@LionKing10008
Feb 20, 2026
We need ICE 😂😂😂
We need ICE 😂😂😂
References ICE (Immigration and Customs Enforcement) with laughing emojis, using sarcasm to critique immigration enforcement.
@TheRealGarfieldLZanaya
Feb 19, 2026
Lie-Beryls.... everything they touch turns to skit.
Lie-Beryls.... everything they touch turns to skit.
Uses wordplay mockery ('Lie-Beryls') and sarcasm to criticize Liberal government performance.
andrewh2u
Feb 20, 2026
Usha Vance, Vivek R and Kash Patel's people🤣😂🤢
Usha Vance, Vivek R and Kash Patel's people🤣😂🤢
Commenter uses emojis and sarcasm to mock prominent Indian-American political figures, employing ironic commentary.
@petersimon11300
Feb 19, 2026
This is Canada now 😂 😢
This is Canada now 😂 😢
Uses emoji and tonal shift (laughing to crying) to sarcastically express concern about Canada's current state, employing ironic commentary.
@boomboxwagon
Feb 19, 2026
Unnoticed by who 😂
Unnoticed by who 😂
Sarcastic response questioning who failed to notice something, using humor to critique an implicit claim.
Humor / Satire
0.80
@qfc4life
Feb 18, 2026
Say thank you to Justin Trudeau .
Say thank you to Justin Trudeau .
The sarcastic 'thank you' to Trudeau is ironic blame for immigration policy failures.
Humor / Satire
0.80
@cjpv1972
Feb 18, 2026
Meanwhile Tim hortons is invading India. 😂
Meanwhile Tim hortons is invading India. 😂
Uses ironic humor and emoji to compare Canadian and Indian business expansion, inverting the immigration narrative.
noisyboy178
Feb 18, 2026
😂😂😂CAUCASSIANS ARE SO PROUD OF EUROPE BUT THEY DONT WANT TO LIVE IN EUROPE 😂😂😂😂😂
😂😂😂CAUCASSIANS ARE SO PROUD OF EUROPE BUT THEY DONT WANT TO LIVE IN EUROPE 😂😂😂😂😂
Uses sarcastic, mocking tone with repeated emojis to critique perceived hypocrisy about European identity and migration.
MedicalClinicSurat
Jan 27, 2026
im so glad our government is ontop of this, so glad that no ones getting hurt for years and years, good job Canada. Very good Very for the citizens, lmao what a joke
im so glad our government is ontop of this, so glad that no ones getting hurt for years and years, good job Canada. Very good Very for the citizens, lmao what a joke
Employs heavy sarcasm and irony to criticize government inaction, ending with 'what a joke' to underscore the mockery.
Humor / Satire
0.80
@ohsnap6506
Feb 19, 2026
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in …
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in the last 30 years.
Personal account of living in Brampton combined with sarcastic nickname 'Bramladesh' critiquing demographic change.
Sahidable
Feb 18, 2026
You know when global and cbc are reporting on issues like this, it’s gotten BAD 😂
You know when global and cbc are reporting on issues like this, it’s gotten BAD 😂
Uses ironic humor about mainstream media coverage to imply the situation is dire, with emoji indicating sarcasm.
Meatswingking
Feb 18, 2026
Better than "Allah hu Akbar Boom" 😂
Better than "Allah hu Akbar Boom" 😂
Uses sarcasm and a joke emoji to mock security concerns, employing dark humor about terrorism.
tusharverma8629
Feb 18, 2026
Move to a different part of Canada problem solved 🤷♂️😂
Move to a different part of Canada problem solved 🤷♂️😂
Uses sarcasm and emojis to mock the problem as easily solvable, employing ironic commentary.
Humor / Satire
0.80
BeeVanYouTube
Jan 27, 2026
Just hire them all to form ICE!
Just hire them all to form ICE!
Sarcastically suggests hiring immigrants to form ICE (U.S. immigration enforcement), using ironic wordplay.
Humor / Satire
0.80
AdamXSmith
Feb 18, 2026
Canada has immigration officers?
Canada has immigration officers?
Rhetorical question expressing skepticism or sarcasm about Canada's immigration enforcement capacity.
dangrather1280
Feb 18, 2026
guy on the bike is so based tho lmao
guy on the bike is so based tho lmao
Uses slang ('based') and casual tone to make a joking comment about someone in the video.
tal1185
Jan 27, 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)