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
Sphincters up, my fellow Canadians, sphincters up.
Sphincters up, my fellow Canadians, sphincters up.
Uses crude humor and sarcasm ('sphincters up') as ironic commentary on the political situation.
Humor / Satire
0.90
davidc1878
Feb 27, 2026
Horton Hears Aboo
Horton Hears Aboo
A reference to Dr. Seuss's 'Horton Hears a Who' used as satirical commentary, likely mocking the immigration debate.
Humor / Satire
0.90
InkaPley
Jan 29, 2026
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
Killing myself laugh when he called him Donald!
Killing myself laugh when he called him Donald!
Expresses amusement at a joke or comedic moment in the video.
Humor / Satire
0.90
@sealstv6989
Mar 4, 2025
Trump is a idiot
Trump is a idiot
A brief insulting statement about Trump presented as casual commentary, functioning as dismissive humor.
Humor / Satire
0.90
@jeffdragna316
Mar 4, 2025
Putin hasn't been able to take Kiev in 3 years, \nbut managed to take Washington in 5 weeks.
Putin hasn't been able to take Kiev in 3 years,
\nbut managed to take Washington in 5 weeks.
Commenter uses ironic comparison (Putin's military failure vs. political success in US) as satirical commentary on Trump-Putin relationship.
Humor / Satire
0.90
@romeowong84
Mar 4, 2025
WHAT A JOKE!
WHAT A JOKE!
Brief dismissive exclamation using humor/sarcasm to express disapproval of immigration policy or statistics presented.
Humor / Satire
0.90
The_Travelling_Tradesman
Jan 1, 2026
Carney and Trudeau are sweating!!!!😂😂😂
Carney and Trudeau are sweating!!!!😂😂😂
Uses laughing emojis and casual tone to mock political figures in a satirical manner.
Humor / Satire
0.90
rozz-q3t
Jan 3, 2026
The only thing blistering or blistered was Trudeau's butt.
The only thing blistering or blistered was Trudeau's butt.
Uses crude sarcasm and wordplay to mock Trudeau's response, employing humorous insult rather than substantive argument.
Humor / Satire
0.90
@beavisroadhog9629
Mar 4, 2025
12:35 u made me bust lol
12:35 u made me bust lol
Casual comment referencing a specific timestamp in the video with laughter, indicating amusement at video content.
hmac-o2z
Jan 27, 2026
Yea but butter chicken and samosas are fucking delicious
Yea but butter chicken and samosas are fucking delicious
Light-hearted, off-topic comment praising Indian cuisine as a humorous aside to the immigration debate.
Humor / Satire
0.90
ibruceeasily1728
Jan 29, 2026
Down symbol African 😂
Down symbol African 😂
Brief sarcastic comment with emoji, appears to be mocking or joking about the discussion topic.
Humor / Satire
0.90
KelekenVersatil
Feb 20, 2026
2:57 lmao bro's like "i left india for a reason"
2:57 lmao bro's like "i left india for a reason"
Humorous reaction to a video timestamp, laughing at someone's statement about leaving India.
Humor / Satire
0.90
captaindanger13
Jan 27, 2026
PrickMinister Truedope's motto was "don't worry be happy smoke another joint" Chaos Carney’s motto is "Don't worry be happy (squared)".
PrickMinister Truedope's motto was "don't worry be happy smoke another joint"
Chaos Carney’s motto is "Don't worry be happy (squared)".
Uses sarcastic wordplay and mocking nicknames ('PrickMinister Truedope,' 'Chaos Carney') to satirize government leadership incompetence.
MrBoondocker247
Feb 26, 2026
How will Trudeau continue to purchase the necessary makeup for black face with the insane tariffs ?
How will Trudeau continue to purchase the necessary makeup for black face with the insane tariffs ?
Sarcastic joke referencing Trudeau's past blackface controversy combined with tariff criticism.
Humor / Satire
0.90
@mramsey8465
Mar 4, 2025
I think donnie is as smart as a box of shit coated rocks.. bless him .. the old orange tool !!
I think donnie is as smart as a box of shit coated rocks.. bless him .. the old orange tool !!
Insulting commentary delivered through crude humor and sarcasm rather than substantive argument.
Humor / Satire
0.90
@JimTimber
Mar 4, 2025
My fatigue has fatigue
My fatigue has fatigue
Absurdist joke expressing exhaustion through recursive wordplay, unrelated to immigration policy substantively.
Humor / Satire
0.90
ManosphereVinylII
Jan 28, 2026
Looks it’s the governor of the 51st state!!! ??
Looks it’s the governor of the 51st state!!! ??
Uses sarcastic joke framing Canada as the '51st state' to mock Canadian subordination to American interests.
@AmericaFirst1981
Mar 4, 2025
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
I can smell this video
I can smell this video
Brief sensory joke/sarcastic comment about the video content, using humor to make an implicit critique.
Humor / Satire
0.90
DanC800
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)