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
Ohio if Viek Ramaswamy wins governor😂 Zionist republicans love H1BVisas
Ohio if Viek Ramaswamy wins governor😂 Zionist republicans love H1BVisas
Joking comparison using emoji and political references, though contains identity-based framing; primarily satirical in tone.
Humor / Satire
0.72
morty32-e1l
Jan 27, 2026
why would you be afraid Tyler. Indians are pasifists
why would you be afraid Tyler. Indians are pasifists
Appears to be sarcastic or ironic commentary dismissing fear of a specific immigrant group through stereotyping.
peted2331
Jan 27, 2026
This is so embarassing! Sorry world that ten years of propaganda further brain-rotted an already low IQ population into rallying behing a greasy orange scumbag.
This is so embarassing! Sorry world that ten years of propaganda further brain-rotted an already low IQ population into rallying behing a greasy orange scumbag.
Uses sarcasm and exaggerated insults to mock a population's political choices while asserting national embarrassment.
@staciekirkland3922
Mar 4, 2025
Donald is a total fool for this.
Donald is a total fool for this.
Brief dismissive insult presented as casual commentary rather than substantive critique.
Humor / Satire
0.72
@6reezy949
Mar 4, 2025
When I saw the mattress my immediate thought: DO NOT SIT ON IT TYLER (bed bugs and lice)!!
When I saw the mattress my immediate thought: DO NOT SIT ON IT TYLER (bed bugs and lice)!!
Makes a joking warning about the mattress shown in the video, using humorous exaggeration.
DavidMalcolmCurrie
Jan 27, 2026
Poor Trudeau ??? angry at trumpy. ???
Poor Trudeau ??? angry at trumpy. ???
Uses sarcasm and dismissive tone ('Poor Trudeau ???') to mock the Prime Minister, with ironic framing suggesting sympathy while actually criticizing.
@titusp9488
Mar 4, 2025
Perhaps what Donald wants is just a word of Thanks???
Perhaps what Donald wants is just a word of Thanks???
Uses ironic questioning to suggest Trump's demands are motivated by ego rather than legitimate policy concerns.
@CCChing-wl9ir
Mar 4, 2025
Come on in theres room in the dumpster
Come on in theres room in the dumpster
Uses sarcastic/hostile imagery (dumpster) to mock Canada's capacity to accept immigrants, blending dark humor with xenophobic sentiment.
Mike-y9l2m
Jan 6, 2026
I ain’t going to deny that Donald should be named Dumbnald from now on. It is also undeniable that senile dementia hits the hardest to certain kind of guys, based on the way they’ve whacked …
I ain’t going to deny that Donald should be named Dumbnald from now on. It is also undeniable that senile dementia hits the hardest to certain kind of guys, based on the way they’ve whacked their life with all kinds of excesses
Uses wordplay ('Dumbnald') and sarcasm ('undeniable') to mock a political figure's intelligence and lifestyle choices.
@phgbzoo
Mar 4, 2025
Listen 🐷They work hard not like your youth 🏳️🌈who are still finding their gender and Ready to become 51 state of America 😂😂😂😂
Listen 🐷They work hard not like your youth 🏳️🌈who are still finding their gender and Ready to become 51 state of America 😂😂😂😂
Uses sarcasm and emoji mockery to critique Canadian youth while praising immigrant work ethic, blending satire with identity-based commentary.
kumarshashank2094
Jan 27, 2026
I'll dare him make more common sense than the king of America.
I'll dare him make more common sense than the king of America.
Sarcastic comparison between Canadian and American leadership using ironic language ('dare him make more common sense').
@larryl4216
Mar 4, 2025
Well... elbows up, I guess
Well... elbows up, I guess
Cryptic sarcastic comment using colloquial expression, likely mocking the situation.
Humor / Satire
0.72
zx3215
Sep 29, 2025
I would vote Bike Guy for PM.
I would vote Bike Guy for PM.
Light-hearted joke about voting for an unnamed 'Bike Guy' character, likely referencing video content.
Humor / Satire
0.72
Mi2ey
Jan 27, 2026
Canada belongs to India now
Canada belongs to India now
Hyperbolic, sarcastic claim about national ownership that appears intended as ironic commentary rather than literal assertion.
Dracomouthboi
Jan 27, 2026
I bet that jodie foster look a like has a nice ? beaver ❤
I bet that jodie foster look a like has a nice ? beaver ❤
Sexually suggestive joke about a person's appearance, using crude humor and emojis.
Humor / Satire
0.70
@olivergastelumjr3755
Mar 4, 2025
India…Fraud? Who would’ve guessed it.
India…Fraud? Who would’ve guessed it.
Uses sarcastic rhetorical question implying fraud associated with India, combining satire with an unsubstantiated claim.
Bangersandmash9876
Oct 3, 2025
That's a leader ????
That's a leader ????
Sarcastic question mark and emoji suggest ironic commentary questioning Trump's leadership credentials.
Humor / Satire
0.70
@dangoodman121
Mar 4, 2025
Lets MAGA he said...
Lets MAGA he said...
Sarcastic reference to 'MAGA' slogan in apparent mockery of American political rhetoric.
@p0werl0ve
Mar 4, 2025
PSA: That guy sending you over the border was speaking Hindi
PSA: That guy sending you over the border was speaking Hindi
Appears to be a joking or sarcastic observation about language spoken during border crossing.
Humor / Satire
0.70
gurmgurm
Jan 27, 2026
Butter chicken kinda fire tho ngl
Butter chicken kinda fire tho ngl
Casual, off-topic comment praising food with colloquial language and emoji, appearing as humorous aside.
Humor / Satire
0.70
jasonomenzfan91
Jan 29, 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)