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
7:53 Focusing on his feet like it's some criminal offence to wear flip flops in public 😂
7:53 Focusing on his feet like it's some criminal offence to wear flip flops in public 😂
Sarcastic commentary on video content focusing on trivial detail (flip-flops) as if it were serious.
Humor / Satire
0.90
amitojsingh2010
Jan 27, 2026
Canada to be renamed as Singhanda 😂😂
Canada to be renamed as Singhanda 😂😂
Joking prediction about Canada's name change with multiple laughing emojis, using ethnic identity as basis for satire.
Disheswithinpleasure
Oct 6, 2025
wait til trump sees this at the white house in the morning lol
wait til trump sees this at the white house in the morning lol
Uses ironic humor and sarcasm to comment on political implications, with 'lol' indicating comedic intent.
Humor / Satire
0.90
Frankly-x7h
Jan 27, 2026
8:59 Says the man walking around naked 😂
8:59 Says the man walking around naked 😂
Joking response to video content with laughing emoji, using ironic observation about someone's appearance.
Humor / Satire
0.90
VibeMD
Oct 6, 2025
Orange manbaby crying in the corner....!!!!!!!!!!!
Orange manbaby crying in the corner....!!!!!!!!!!!
Mocking, sarcastic characterization of Trump using derisive language and excessive punctuation.
Humor / Satire
0.90
@izakcelliers7307
Mar 4, 2025
Hhh greatest country on earth good one buddy
Hhh greatest country on earth good one buddy
Sarcastic dismissal of Canada as 'greatest country on earth,' using irony to critique the nation.
Humor / Satire
0.90
ghaithgh7729
Feb 26, 2026
Bike guy is my spirit animal.
Bike guy is my spirit animal.
Lighthearted comment expressing affinity with a video moment using casual humor ('spirit animal').
Humor / Satire
0.90
snafu4696
Jan 28, 2026
Tyler: "how's the driving out here?" Canadians: "he he he" *cAnAdiAnS*: "he he he"
Tyler: "how's the driving out here?"
Canadians: "he he he"
*cAnAdiAnS*: "he he he"
Mocking joke about Canadian stereotypes (driving and laughter), using repetition and capitalization for comedic effect.
Humor / Satire
0.90
OSTCarmine
Jan 27, 2026
Buddy on the bike holy shit lmfaoooooo
Buddy on the bike holy shit lmfaoooooo
Laughing reaction to a video moment ('buddy on the bike'), expressing amusement through casual slang and laughter.
Humor / Satire
0.90
pyrogaming5071
Jan 28, 2026
How do you spell stoopid? T R U M P. Not to forget V A N C E.
How do you spell stoopid? T R U M P. Not to forget V A N C E.
Uses wordplay and sarcasm to mock Trump and Vance, off-topic to immigration.
Humor / Satire
0.90
@E.Cummings
Mar 4, 2025
Could it be said that Canada's goose is cooked? :)
Could it be said that Canada's goose is cooked? :)
Wordplay on 'Canada's goose is cooked' idiom, using sarcasm to comment on Canada's difficult situation.
Humor / Satire
0.90
@joehowe9532
Mar 4, 2025
Canada greatest country 😂😂😂😂
Canada greatest country 😂😂😂😂
Uses sarcasm and laughter emojis to mock the claim that Canada is the greatest country.
Humor / Satire
0.90
easyAziz
Jan 27, 2026
Lol castreau must geau
Lol castreau must geau
Uses wordplay and mockery ('castreau must geau') to satirize Canadian leadership.
Humor / Satire
0.90
@douglasjenner5064
Mar 4, 2025
Imagine Canada refusing to be a 51st state and Baby T throwing a 25 billion dollar tantrum.
Imagine Canada refusing to be a 51st state and Baby T throwing a 25 billion dollar tantrum.
Uses ironic, exaggerated language ('Baby T throwing a 25 billion dollar tantrum') to mock Trump's potential reaction to Canadian independence.
Humor / Satire
0.90
@MsMoSiLo
Mar 4, 2025
Can you please adopt California
Can you please adopt California
Joking request for Canada to adopt California, using ironic humor to express dissatisfaction with US leadership.
Humor / Satire
0.90
@tracywest6734
Mar 4, 2025
Where's Ja rule so we can make sense of all this?
Where's Ja rule so we can make sense of all this?
Uses a pop culture reference (Ja Rule meme) to sarcastically comment on the confusion and chaos of the situation.
@ancientofdays9737
Mar 4, 2025
The zoom in on the sandals 🤣🤣
The zoom in on the sandals 🤣🤣
A joking comment about the video's visual editing (zoom on sandals), unrelated to immigration discourse.
Humor / Satire
0.90
jezthebezt
Jan 27, 2026
Donald Trump? A very smart guy? That’s fucking hilarious.
Donald Trump? A very smart guy? That’s fucking hilarious.
Uses sarcasm and dismissive humor to mock the characterization of Trump as intelligent.
Humor / Satire
0.90
@HUGEbanks
Mar 4, 2025
HOW DARE Trudeau admonish the World Champion of doing Dumb Things ?!?
HOW DARE Trudeau admonish the World Champion of doing Dumb Things ?!?
Uses ironic capitalization and sarcastic tone ('HOW DARE', 'World Champion of doing Dumb Things') to mock political figures.
Humor / Satire
0.90
@JoeSmith-cy9wj
Mar 4, 2025
Can we do a president swap.... A real President?
Can we do a president swap.... A real President?
Sarcastic proposal for a presidential swap, using irony to critique current US leadership.
Humor / Satire
0.90
@williegrier899
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)