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
imagine the smell
imagine the smell
Cryptic, likely sarcastic or dehumanizing comment using crude humor; ambiguous intent but appears to mock or demean through absurdist commentary.
chadgapemen23
Feb 15, 2026
Tired of winning yet
Tired of winning yet
Sarcastic reference to Trump's 'tired of winning' catchphrase, using irony to comment on the situation.
Humor / Satire
0.72
@anthonyjackson7210
Mar 4, 2025
lets be evil axis ??????
lets be evil axis ??????
Cryptic satirical comment using emojis, likely mocking or making an ironic statement about geopolitical conflict.
Humor / Satire
0.72
@frankwhen284
Mar 4, 2025
Shut up governor Trudeau
Shut up governor Trudeau
Dismissive command using sarcasm and incorrect title ('governor') to mock Trudeau's authority and position.
@dalerogers1948
Mar 4, 2025
Punjab is in Porkistan 😂
Punjab is in Porkistan 😂
Crude joke using wordplay ('Porkistan') and emoji to mock religious/ethnic identity, likely satirizing anti-immigrant sentiment.
Humor / Satire
0.72
ThePawankumarjariwal
Mar 1, 2026
Nigga ran off😂😂😂
Nigga ran off😂😂😂
Uses humor and laughing emojis to mock or jest about someone's reaction or behavior.
Humor / Satire
0.72
IB2DAMOON
Jan 27, 2026
If yall doing so much for us then why yall so butt hurt take your products and leave
If yall doing so much for us then why yall so butt hurt take your products and leave
Uses sarcastic, confrontational tone ('butt hurt') to mock Canadian grievances, employing ironic commentary on trade disputes.
@rosegold7276
Mar 4, 2025
Come on in theres room in the dumpster
Come on in theres room in the dumpster
Uses sarcastic/hostile imagery (dumpster) to mock Canada's capacity to accept immigrants, blending dark humor with xenophobic sentiment.
Mike-y9l2m
Jan 6, 2026
When I saw the mattress my immediate thought: DO NOT SIT ON IT TYLER (bed bugs and lice)!!
When I saw the mattress my immediate thought: DO NOT SIT ON IT TYLER (bed bugs and lice)!!
Makes a joking warning about the mattress shown in the video, using humorous exaggeration.
DavidMalcolmCurrie
Jan 27, 2026
Canada belongs to India now
Canada belongs to India now
Hyperbolic, sarcastic claim about national ownership that appears intended as ironic commentary rather than literal assertion.
Dracomouthboi
Jan 27, 2026
The problem with Trudeau is, he doesn't do the weave! He talks clearly, fluently, and he sticks to the point. He needs to drop a ton of bullshit in it all, like a real leader.
The problem with Trudeau is, he doesn't do the weave! He talks clearly, fluently, and he sticks to the point. He needs to drop a ton of bullshit in it all, like a real leader.
Uses ironic/sarcastic commentary suggesting the leader should be less articulate and more evasive, employing humor to critique communication style.
@issacreign3862
Mar 4, 2025
Love bike guy we need more of him 😂
Love bike guy we need more of him 😂
Expresses support with laughing emoji, likely using ironic or humorous tone about the 'bike guy' character.
Humor / Satire
0.72
KATEC-96
Feb 6, 2026
I would vote Bike Guy for PM.
I would vote Bike Guy for PM.
Light-hearted joke about voting for an unnamed 'Bike Guy' character, likely referencing video content.
Humor / Satire
0.72
Mi2ey
Jan 27, 2026
Don't forget: ARSES UP!!!!
Don't forget: ARSES UP!!!!
Cryptic phrase with emoji appears to be sarcastic or joking commentary, though meaning is ambiguous.
Humor / Satire
0.72
torstenhahn5550
Aug 26, 2025
Perhaps what Donald wants is just a word of Thanks???
Perhaps what Donald wants is just a word of Thanks???
Uses ironic questioning to suggest Trump's demands are motivated by ego rather than legitimate policy concerns.
@CCChing-wl9ir
Mar 4, 2025
If calling him by name is Harsh you guys just wait.
If calling him by name is Harsh you guys just wait.
Sarcastic comment suggesting worse consequences are coming, mixing dark humor with implied threat.
@philp793
Mar 4, 2025
This is so embarassing! Sorry world that ten years of propaganda further brain-rotted an already low IQ population into rallying behing a greasy orange scumbag.
This is so embarassing! Sorry world that ten years of propaganda further brain-rotted an already low IQ population into rallying behing a greasy orange scumbag.
Uses sarcasm and exaggerated insults to mock a population's political choices while asserting national embarrassment.
@staciekirkland3922
Mar 4, 2025
Trump is going to make him eat his words
Trump is going to make him eat his words
Sarcastic prediction that Trump will force Trudeau to retract statements, using ironic commentary on political conflict.
@NEVERTALKTOCOPS
Mar 4, 2025
2:58 you know sh1t real when even Indians say that part of foreign country locality has too many Indians
2:58 you know sh1t real when even Indians say that part of foreign country locality has too many Indians
Uses ironic humor ('you know shit real when') to comment on ethnic concentration, with underlying identity-based observation.
seeker777
Jan 27, 2026
Takes a Dictator to Know one eh Turdeau
Takes a Dictator to Know one eh Turdeau
Sarcastic insult comparing Trudeau to a dictator using wordplay ('Turdeau'), with dismissive tone.
@3RDPM
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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Discourse Quality (Perspective API)