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
Trump's a clown.
Trump's a clown.
Brief dismissive insult presented as casual commentary, functioning as sarcastic critique rather than substantive argument.
Humor / Satire
0.90
@ras6016
Mar 4, 2025
😂😂 Canadian are chill go back to the south
😂😂 Canadian are chill go back to the south
Uses joking tone and emoji to make a lighthearted comparative comment about Canadian temperament.
Humor / Satire
0.90
carolannfiesn
Feb 11, 2026
Everybody probably knows that the guy on the bike is racist and that's why he was discriminated by the butcher 😂😂
Everybody probably knows that the guy on the bike is racist and that's why he was discriminated by the butcher 😂😂
Sarcastically comments on the bike guy's character using irony and emojis, treating video content as comedic material.
colourqueen22
Mar 1, 2026
A true leader. When Trump talks, fourth graders giggle.
A true leader. When Trump talks, fourth graders giggle.
Uses sarcastic mockery comparing Trump's speech to fourth-grade level humor.
Humor / Satire
0.90
@SM-ev3pv
Mar 4, 2025
Hahaha 😅 you just realizing ?
Hahaha 😅 you just realizing ?
Sarcastic, dismissive laugh suggesting the commenter finds it obvious or absurd that others are only now realizing the issue.
Humor / Satire
0.90
dfg43cvx-CoherentArrayWaver
Jan 19, 2026
Prime minister: you use big words US president will not understand
Prime minister: you use big words US president will not understand
Uses ironic joke mocking Trump's vocabulary and intelligence through a fictional PM statement.
Humor / Satire
0.90
@vt9288
Mar 4, 2025
It's hard to drive when you have a bobblehead.
It's hard to drive when you have a bobblehead.
Cryptic joke or sarcastic jab, likely mocking someone in the video with a physical characteristic reference.
Humor / Satire
0.90
carlosdominguez3108
Jan 27, 2026
Hahaha I know the guy that gave you the finger from the grey honda civic. 😂😂😂😂
Hahaha
I know the guy that gave you the finger from the grey honda civic.
😂😂😂😂
Humorous anecdote about recognizing someone from the video, using laughter emojis to indicate joking tone.
jonnyblaze69in
Jan 27, 2026
Justin Truhoe
Justin Truhoe
A play on Trudeau's name ('Truhoe') used as mocking wordplay and derisive humor.
Humor / Satire
0.90
@yssha5342
Mar 4, 2025
Chicken little said the sky is falling
Chicken little said the sky is falling
Uses the Chicken Little fable sarcastically to mock alarmist rhetoric.
Humor / Satire
0.90
@thomasbambach9365
Mar 4, 2025
INVASION IN THE TITTLE IS A LIL EXTREME 😂 ASK THE NATIVES WHO DID THE INVASION!!!!! 🤡
INVASION IN THE TITTLE IS A LIL EXTREME 😂 ASK THE NATIVES WHO DID THE INVASION!!!!! 🤡
Uses sarcasm and irony to critique the 'invasion' framing by pointing out historical colonization of Indigenous lands.
Humor / Satire
0.90
DiliciousDishes
Jan 27, 2026
so the season finale of the first season of WW3 has finnaly arrived
so the season finale of the first season of WW3 has finnaly arrived
Uses ironic metaphor comparing geopolitical tensions to a TV season finale, employing dark humor.
Humor / Satire
0.90
@reggaesurvivor251
Mar 4, 2025
Holy Shit, suddenly I like Trudeau...
Holy Shit, suddenly I like Trudeau...
Ironic expression of newfound appreciation for Trudeau in response to Trump, using humor to comment on comparative leadership.
Humor / Satire
0.90
@tomebasic2843
Mar 4, 2025
Haha India 🤡🤡
Haha India 🤡🤡
Mocking comment with clown emojis dismissing India or Indian immigrants in a sarcastic tone.
Humor / Satire
0.90
pratapdada
Feb 28, 2026
You think your actually capable of hurting the United States of America!? Bwahahaha! It hurts laughing and that's it. Now go put your big boy pants on and try again 1:56
You think your actually capable of hurting the United States of America!? Bwahahaha! It hurts laughing and that's it. Now go put your big boy pants on and try again 1:56
Uses mocking laughter and sarcasm ('big boy pants') to ridicule what appears to be a threat or boast directed at the United States.
Humor / Satire
0.90
@YazzieMcGee
Mar 4, 2025
Buddy on Bike Giga Chad.
Buddy on Bike Giga Chad.
Brief, lighthearted comment praising someone's behavior using internet slang ('Giga Chad'), likely humorous in tone.
Humor / Satire
0.90
Punisher_brings_justice
Jan 27, 2026
Ooh, a whopping $420 tax cut.
Ooh, a whopping $420 tax cut.
Uses sarcasm to mock the inadequacy of a proposed tax cut measure.
GWS-rl4wh
Jan 17, 2026
Donald duck. Not president
Donald duck. Not president
Uses wordplay ('Donald duck' instead of 'Donald Trump') as satirical mockery of political leadership.
Humor / Satire
0.90
@yomellamo6060
Mar 4, 2025
Justin Castro is Justin time ???
Justin Castro is Justin time ???
Wordplay combining 'Castro' with 'Justin time' as satirical commentary on Trudeau.
Humor / Satire
0.90
@honahwikeepa2115
Mar 4, 2025
Buddy was spittin 🤣🤣
Buddy was spittin 🤣🤣
Casual expression of approval using slang and emojis, indicating the commenter found the content entertaining or well-delivered.
Humor / Satire
0.90
umbriels
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)