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
I'm sure some African guy fucked that cyclist's wife. 🤣🤣🤣
I'm sure some African guy fucked that cyclist's wife. 🤣🤣🤣
Crude joke using racial/ethnic stereotypes and sexual innuendo presented as humor.
HoLeeSheet94
Feb 23, 2026
5:15 this mfer said African culture is in favor of rape😂😂
5:15 this mfer said African culture is in favor of rape😂😂
Uses laughing emojis to mock or sarcastically respond to a claim made in the video, treating it as absurd.
Blazerelf
Jan 27, 2026
We’re all the Russian bots and MAGAs at ???
We’re all the Russian bots and MAGAs at ???
Sarcastic comment about bot activity and MAGA supporters in the comment section, using irony to critique other commenters.
@gonzalobeltran4234
Mar 4, 2025
develop your communication skills , because once you open your mouth you tell the world who you are. Fucking Trump take note.
develop your communication skills , because once you open your mouth you tell the world who you are. Fucking Trump take note.
Uses sarcastic, mocking tone with crude language to satirize Trump's communication style and character.
Humor / Satire
0.75
@AssefaDargie-l3f
Mar 4, 2025
Austrian painter rise up ❤and clean this mess
Austrian painter rise up ❤and clean this mess
A sarcastic reference to historical atrocities framed as a call to action, using dark humor.
Crimexpert-q4l
Jan 27, 2026
Sneak into the greatest country on Earth where?
Sneak into the greatest country on Earth where?
The comment sarcastically frames Canada as 'the greatest country' while questioning illegal immigration, using ironic tone.
jaybrown7811
Feb 23, 2026
I know this sound naïve, and somewhat rude but all I can keep hearing is he speak is Kendrick Lamar they not like us! \n\nI would love to see a open debate about this between …
I know this sound naïve, and somewhat rude but all I can keep hearing is he speak is Kendrick Lamar they not like us! \n\nI would love to see a open debate about this between all three countries included in North America .
The commenter makes a joking reference to Kendrick Lamar lyrics, then pivots to a comparative framing suggestion about North American countries.
@tunesbyshy
Mar 4, 2025
It’s not us it’s orange orangutan and Elon lawd have mercy on us ?
It’s not us it’s orange orangutan and Elon lawd have mercy on us ?
Sarcastic/joking reference to Trump and Elon Musk with exaggerated tone ('lawd have mercy'), using humor to critique US leadership.
@wandaholmes9139
Mar 4, 2025
good job MAGA republicans!!!! congratulations!!!
good job MAGA republicans!!!! congratulations!!!
Sarcastic congratulations to MAGA Republicans, using ironic tone to mock rather than genuinely praise.
Humor / Satire
0.75
@alvinsilagan5664
Mar 4, 2025
Imagine voting for a Russian asset ?♂️
Imagine voting for a Russian asset ?♂️
Sarcastic rhetorical question mocking voters' choice, using dismissive humor rather than substantive critique.
@RazorMouth
Mar 4, 2025
It’s that easy? Y’all are drones 😂😂😂
It’s that easy? Y’all are drones 😂😂😂
Uses sarcasm and emojis to mock the simplicity or absurdity of something presented in the video.
@jpjpjpjpa
Feb 20, 2026
I am laughing because hate is killing that white guy with a bike probably living the worst time of his life bcoz he is gonna be seeing African for a very long time
I am laughing because hate is killing that white guy with a bike probably living the worst time of his life bcoz he is gonna be seeing African for a very long time
Uses sarcastic, mocking tone about immigration and racial demographics, with dark humor about someone's distress.
eddymudavi9149
Feb 21, 2026
Please, pleeeeeease also ask me where I think you can stick your "critically important questions"!
Please, pleeeeeease also ask me where I think you can stick your "critically important questions"!
Uses sarcastic, exaggerated tone with elongated words to mock or dismiss the video's framing of questions.
Humor / Satire
0.75
@ptittannique5621
Feb 20, 2026
how is the smell?
how is the smell?
Brief, provocative question likely intended as sarcastic commentary or stereotype-based humor.
Humor / Satire
0.75
jefferymartenson2633
Dec 1, 2025
Deal between him and trump \nNice kill boi
Deal between him and trump \nNice kill boi
Comment uses casual, sarcastic language ('Nice kill boi') suggesting ironic commentary on political dealings.
Humor / Satire
0.75
@BPHIGH160
Mar 4, 2025
Imagine this grown man not recognizing Trump's sense of humor. Little Justin is as challenged as his mother was.
Imagine this grown man not recognizing Trump's sense of humor. Little Justin is as challenged as his mother was.
Sarcastic mockery of Trudeau's intelligence using humor and personal insult, with identity-based framing.
@mt.shasta6097
Mar 4, 2025
If you really want to confront the US government with what they are heading for, make clear that Alaska has been bought from the Russians. At what price would you give it back?
If you really want to confront the US government with what they are heading for, make clear that Alaska has been bought from the Russians. At what price would you give it back?
Uses sarcastic hypothetical about selling Alaska back to confront US policy, blending comparative framing with ironic commentary.
@GerHanssen
Mar 4, 2025
Not if you avoid them all together. Please keep all Maple Magas in detention as long as you like Donny.
Not if you avoid them all together. Please keep all Maple Magas in detention as long as you like Donny.
Uses sarcasm and ironic commentary ('Maple Magas', 'Donny') to mock a political group through exaggeration.
jczar58
Dec 10, 2025
SI TRUMP NO ENTIENDE ESTE DISCURSO, ENTONCES ESTÁ COMPLETAMENTE TRASTORNADO.
SI TRUMP NO ENTIENDE ESTE DISCURSO, ENTONCES ESTÁ COMPLETAMENTE TRASTORNADO.
Uses sarcasm in Spanish to mock Trump's comprehension and mental fitness, employing ironic commentary.
Humor / Satire
0.75
@hectorhugomoraleschavez6091
Mar 4, 2025
Who is this Governor TrueDope anyway?
Who is this Governor TrueDope anyway?
Mocking rhetorical question using derogatory nickname, combining sarcasm with commentary on the speaker's identity.
@neighborbob3043
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)