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
There is no way Agent Orange can pay attention through an entire 22 minutes.
There is no way Agent Orange can pay attention through an entire 22 minutes.
Sarcastic jab at a political figure's attention span, using humor to critique rather than engage substantively.
@SkillFullSheep
Mar 4, 2025
Trudeau is quaking in his birks.???
Trudeau is quaking in his birks.???
Uses sarcastic/mocking tone about Trudeau's reaction, employing humor to critique rather than serious argument.
Humor / Satire
0.85
@Harry_Tick
Mar 4, 2025
Bro background music 😂😂
Bro background music 😂😂
Humorous comment about the video's background music, using laughing emojis to indicate comedic intent.
Humor / Satire
0.85
BJAnusha2056
Jan 29, 2026
Im actually impressed that trump has managed to unite the world; granted the world is united against him but its still impressive
Im actually impressed that trump has managed to unite the world; granted the world is united against him but its still impressive
Uses ironic backhanded compliment about Trump uniting the world against him, employing sarcasm to critique.
Humor / Satire
0.85
@IXSICNESS
Mar 4, 2025
15:25 autorickshaw on a Canadian highway ??? ...... lol
15:25 autorickshaw on a Canadian highway ??? ...... lol
The comment uses humor and sarcasm to mock the incongruity of seeing an autorickshaw (Indian vehicle) on a Canadian highway.
Humor / Satire
0.85
haroon_sheikh
Jan 28, 2026
Trump is insisting on tariffs because otherwise he has no traction to make deals. He's the neighborhood bully who steals other kids' toys, so he can extort their lunch money. #deranged
Trump is insisting on tariffs because otherwise he has no traction to make deals. He's the neighborhood bully who steals other kids' toys, so he can extort their lunch money. #deranged
Uses sarcastic metaphor (neighborhood bully stealing toys) and dismissive tone (#deranged) to critique Trump's negotiating tactics through ironic comparison.
@TheRealRedFlashlight
Mar 4, 2025
We don't need Canadian alcohol, moonshiners activate!
We don't need Canadian alcohol, moonshiners activate!
Joking response about avoiding Canadian alcohol through illegal moonshiners, using sarcasm about trade tensions.
Humor / Satire
0.85
@SunRay629
Mar 4, 2025
Oh Canadastan! Growing into its nickname so well 😂😂😂😂
Oh Canadastan! Growing into its nickname so well 😂😂😂😂
Uses sarcastic wordplay ('Canadastan') and emojis to mock Canada's immigration policies through ironic commentary.
thewoodologist
Jan 29, 2026
12:50 Canada 101: Never state that a tool is for self-defense on camera or to an officer. *You bought that knife to butter your bread.
12:50 Canada 101: Never state that a tool is for self-defense on camera or to an officer.
*You bought that knife to butter your bread.
Uses ironic humor to comment on Canadian legal restrictions around self-defense tool declarations, satirizing bureaucratic rules.
gavinjwhite
Jan 29, 2026
We call it Singh hortons. Not tim hortons now
We call it Singh hortons. Not tim hortons now
Uses wordplay renaming Tim Hortons based on perceived demographic change, combining sarcasm with identity-based commentary.
johnelite
Jan 29, 2026
We call it Brambladesh
We call it Brambladesh
Uses a derogatory nickname ('Brambladesh') as sarcastic commentary, likely mocking demographic changes through wordplay.
Karen-sm7oe
Jan 29, 2026
Can we trade Trump for Trudeau. We'll also throw in Lindsey Graham, MTG, Boebert, Ted Cruz, and Hawley and three cases of red wine from California.
Can we trade Trump for Trudeau. We'll also throw in Lindsey Graham, MTG, Boebert, Ted Cruz, and Hawley and three cases of red wine from California.
Satirical proposal to trade political leaders between countries, using humor to make a comparative statement about leadership.
@doug6723
Mar 4, 2025
According to the series Fallout the annexation of Canada will take place in 2070 so we have time before the first nuclear dance, but the paranoia of the USA has started earlier than expected with …
According to the series Fallout the annexation of Canada will take place in 2070 so we have time before the first nuclear dance, but the paranoia of the USA has started earlier than expected with this government, good luck.
Uses fictional Fallout lore as satirical commentary on US-Canada tensions, mixing pop culture reference with geopolitical anxiety.
@technite5360
Mar 4, 2025
The white guy was a savage about lindus eating poo😂
The white guy was a savage about lindus eating poo😂
Laughing emoji response to offensive stereotyping, treating the comment as comedic rather than serious.
Humor / Satire
0.85
zamborghini89
Mar 2, 2026
Even the indians are sick of indians, they tell me everyday 😂
Even the indians are sick of indians, they tell me everyday 😂
Uses joking tone and emoji to make a satirical comment about in-group criticism, though it relies on ethnic stereotyping.
oddjob8051
Feb 26, 2026
8:17 😂 he kept it real
8:17 😂 he kept it real
Uses emoji and casual language to express approval of someone 'keeping it real,' employing humor and irony about the video content.
lordhanma6642
Feb 26, 2026
Love Trump .oops sorry I meant Hate Treudeu.
Love Trump .oops sorry I meant Hate Treudeu.
Sarcastic self-correction using humor to express anti-Trudeau sentiment while appearing to support Trump.
@Patomical
Mar 4, 2025
The white guy on the bike needs mental health treatment immediately and his high school diploma should be revoked requiring him to retake world history. He’s a little confused about good white people.😂
The white guy on the bike needs mental health treatment immediately and his high school diploma should be revoked requiring him to retake world history. He’s a little confused about good white people.😂
Uses sarcasm and mockery (emoji, 'a little confused') to critique someone's views on race, combining humor with identity-based commentary.
LaylaMcCoy-y1v
Jan 28, 2026
That bike dude!!!!🎉🎉🎉🎉🎉😂
That bike dude!!!!🎉🎉🎉🎉🎉😂
Enthusiastic, celebratory comment with emojis about a bike, likely joking or expressing excitement about video content.
Humor / Satire
0.85
summer77abc
Jan 28, 2026
Thank you, Wacko Trumpo
Thank you, Wacko Trumpo
Sarcastic thank you using a derogatory nickname, employing ironic commentary on the subject.
Humor / Satire
0.85
@henryairconcepts2999
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)