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
As much as you hate scammers it’s crazy the things you promote 🤣
As much as you hate scammers it’s crazy the things you promote 🤣
Uses sarcasm and emoji to mock the video creator's apparent hypocrisy regarding scammers.
tttrey
Jan 27, 2026
American President aata hai ek physically unstable present President mentally unstable president hai , mujhe lagta hai pura america mentally aur physically unstable hai 😂😂😂😂😂😂😂😂 kon sa mal fukte zombie ban jate ho zombie guy😂😂😂😂😂😂
American President aata hai ek physically unstable present President mentally unstable president hai , mujhe lagta hai pura america mentally aur physically unstable hai 😂😂😂😂😂😂😂😂 kon sa mal fukte zombie ban jate ho zombie guy😂😂😂😂😂😂
Uses sarcasm and jokes about American political instability with excessive emoji, comparing nations mockingly.
status.0519
Feb 4, 2026
Balkans be like (Indians got gaslighted to think going to Balkans is unironically good idea)
Balkans be like (Indians got gaslighted to think going to Balkans is unironically good idea)
Satirical comment using humor to mock the idea that Indians were misled about Balkans as a migration destination.
kingmasterfilip2965
Jan 27, 2026
Thank you don't come again. Lol but my guess is there's no intention on them leaving. There liberal voters
Thank you don't come again. Lol but my guess is there's no intention on them leaving. There liberal voters
Sarcastic dismissal framed as a joke, with partisan political framing about immigrant voting patterns.
Darryl-o5o
Jan 17, 2026
Thank a liberal near you
Thank a liberal near you
Sarcastic jab at liberal voters/politicians, using ironic gratitude as a vehicle for political criticism.
@andrewmuir3302
Feb 19, 2026
You clowns voted for liberal and want deportation of criminals. Rofl
You clowns voted for liberal and want deportation of criminals. Rofl
Uses sarcastic mockery ('clowns', 'Rofl') to critique voting choices and deportation policy inconsistency.
@headpower999
Feb 19, 2026
Be like Mike ? elbows up ?
Be like Mike ? elbows up ?
Cryptic reference to 'Mike' with 'elbows up' appears to be a joke or meme reference rather than substantive commentary.
Humor / Satire
0.75
@Steven-Momy
Mar 4, 2025
LOL\nNot going to be a fight
LOL\nNot going to be a fight
Brief dismissive joke suggesting skepticism about conflict or confrontation.
Humor / Satire
0.75
@scottbott8525
Mar 4, 2025
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
Jeets everywhere xD
Jeets everywhere xD
Brief, joking comment using slang and emoji to mock or jest about a group, with no substantive argument.
Humor / Satire
0.75
justaemptymall
Jan 27, 2026
Bro just exposed the whole Brampton 😂😂😂.... Those drivers are worst-ever...
Bro just exposed the whole Brampton 😂😂😂.... Those drivers are worst-ever...
Makes a joking reference to a specific city's driving reputation, using humor to stereotype a community.
zakiahmed376
Feb 14, 2026
what a joke
what a joke
Brief dismissive comment using colloquial language that functions as sarcastic commentary on the video or topic.
Humor / Satire
0.75
linchpin6761
Feb 18, 2026
Wow 10 people deported look out Canada finally taking action
Wow 10 people deported look out Canada finally taking action
Sarcastically comments on minimal deportations with ironic tone about government action.
Humor / Satire
0.75
pie505
Feb 18, 2026
Sell Canada to usa
Sell Canada to usa
Absurdist, tongue-in-cheek suggestion that appears to be sarcastic commentary rather than serious proposal.
Humor / Satire
0.75
arosKarmxarya
Jan 27, 2026
Oh, such a scary man ( or whatever it's preferred pronouns are)???
Oh, such a scary man ( or whatever it's preferred pronouns are)???
Uses sarcasm and mockery regarding Trump's appearance and pronouns as a form of political criticism.
@RussellPogodzinskijr
Mar 4, 2025
Bicycle Dude for PRESIDENT
Bicycle Dude for PRESIDENT
Absurdist joke nominating 'Bicycle Dude' for president, using ironic hyperbole to mock political discourse.
vladak8289
Mar 2, 2026
Who follows rules? The monkeys?🎉
Who follows rules? The monkeys?🎉
Uses sarcastic, dehumanizing language with emoji to mock immigrants as rule-breakers.
nowhiningzone1675
Jan 3, 2026
Except hell be stepping down in a couple weeks and the next will be begging lmao?
Except hell be stepping down in a couple weeks and the next will be begging lmao?
Sarcastic/joking comment about political leadership changes, using humor to critique the situation.
@TheTheburger
Mar 4, 2025
If Trudeau keeps giving speeches like this he may very well be the next Liberal leader!
If Trudeau keeps giving speeches like this he may very well be the next Liberal leader!
Uses ironic commentary suggesting the speaker's performance could boost his political standing, employing sarcasm.
Humor / Satire
0.75
@Robert-vh2cl
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)