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
My wife is right. Smart IS sexy.
My wife is right. Smart IS sexy.
Playful, complimentary comment using wordplay ('Smart IS sexy'), likely referencing someone's intelligence with light humor.
@JedSentMe
Mar 4, 2025
Smart person don't do dumb things, Dump person do dumb things.
Smart person don't do dumb things, Dump person do dumb things.
Cryptic, tautological statement that appears to be ironic or sarcastic commentary rather than substantive argument.
Humor / Satire
0.72
@ZaneDawood
Mar 4, 2025
Summary of how the NRIs living there feels nowadays, "Hey, I reached into the room - now close the doors"
Summary of how the NRIs living there feels nowadays, "Hey, I reached into the room - now close the doors"
Uses sarcastic metaphor ('reached into the room - now close the doors') to critique NRI attitudes toward immigration, implying hypocrisy.
stack-dhruv
Feb 1, 2026
I think im gonna puke drama boy
I think im gonna puke drama boy
Hyperbolic expression of disgust using exaggeration and sarcasm directed at the video subject or commenter.
@Gonnaworkonmytruck
Mar 4, 2025
Was he driving a fuckjng tuk tuk on the highway? Wtf
Was he driving a fuckjng tuk tuk on the highway? Wtf
Shocked reaction to the tuk tuk on highway scenario, mixing humor with genuine concern about safety/legality.
ashleyiyoupe6013
Feb 25, 2026
Merci Monsieur Trudeau!! sauf que Trump is not SMART at ALL!! he is just DUMM
Merci Monsieur Trudeau!! sauf que Trump is not SMART at ALL!! he is just DUMM
Sarcastic praise of Trudeau combined with dismissive name-calling of Trump; uses humor and exaggeration to critique political figures.
@pierreblattner4527
Mar 4, 2025
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
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
Looks like USA needs more cards.
Looks like USA needs more cards.
Brief sarcastic comment comparing USA to a card game, implying the US needs more resources or leverage.
Humor / Satire
0.72
@zero2blur
Mar 4, 2025
What kind of shit simulation are we in?
What kind of shit simulation are we in?
Existential sarcasm questioning reality itself in response to current events, expressing bewilderment through absurdist humor.
@dexon777
Mar 4, 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
????? A dumfuq elected by dumerfuqs ♨?+?
????? A dumfuq elected by dumerfuqs ♨?+?
Uses crude sarcasm and name-calling to mock voters and a political figure.
@DougguoD
Mar 4, 2025
Drinking with a pinky raised is racist
Drinking with a pinky raised is racist
Sarcastically reframes a trivial gesture as racist, likely mocking the video's content or broader discourse about sensitivity.
patalberta5493
Feb 26, 2026
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
Id love to see a 60 foot jesus statue can we get that ?
Id love to see a 60 foot jesus statue can we get that ?
Appears to be sarcastic or joking commentary about religious statues in the context of immigration discussion.
Humor / Satire
0.72
laughitsfunny420
Mar 1, 2026
The guy on the bike got be Trump supporter.he probably have never worked a day on his life 😂
The guy on the bike got be Trump supporter.he probably have never worked a day on his life 😂
Uses joking tone to mock someone's political affiliation and work ethic, combining sarcasm with identity-based stereotyping.
framingmachine-qo8ro
Feb 17, 2026
Indian replaced by white and then white replaced by indians lmao
Indian replaced by white and then white replaced by indians lmao
Uses ironic 'lmao' tone to comment on demographic succession and replacement, blending satire with identity-based observation.
dojadog1337
Jan 27, 2026
Hahahahhaah. Should have voted for Rob Ford .... o wait. I'm happy I broke up with her. It was the right choice. You all racist, thought these were yall's "FAMILY"
Hahahahhaah. Should have voted for Rob Ford .... o wait. I'm happy I broke up with her. It was the right choice. You all racist, thought these were yall's "FAMILY"
Uses sarcasm and joking tone about voting and personal relationships, mixed with accusatory identity framing.
infostations
Feb 15, 2026
The guy on the bike is just cool😅😅😅It's obvious he has nothing to lose
The guy on the bike is just cool😅😅😅It's obvious he has nothing to lose
Dismissive, sarcastic comment about the controversial figure using emojis and ironic tone.
Humor / Satire
0.72
юрийкрисюк-ъ3л
Feb 22, 2026
Nigga ran off😂😂😂
Nigga ran off😂😂😂
Uses humor and laughing emojis to mock or jest about someone's reaction or behavior.
Humor / Satire
0.72
IB2DAMOON
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)