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
Look Donny, no teleprompter
Look Donny, no teleprompter
Sarcastic jab at Trump's speaking style, using irony to mock rather than substantively engage.
@rich3318
Mar 4, 2025
😂😂😂😂😂 Canada is a joke. Now it's a problem. took this long to figure it out 👍
😂😂😂😂😂 Canada is a joke. Now it's a problem. took this long to figure it out 👍
Sarcastic mockery using emojis and dismissive tone ('Canada is a joke') to criticize the country's handling of an issue.
pokergreatest8829
Feb 18, 2026
8:39 😂😂😂 NO THEY WON'T......
8:39 😂😂😂 NO THEY WON'T......
Dismissive joke with emoji responding to a video claim, using humor to express disagreement.
b8bb8r
Feb 26, 2026
Donald is so smart he bankrupted 3 casinos and now is trying to bankrupt the US.
Donald is so smart he bankrupted 3 casinos and now is trying to bankrupt the US.
Uses ironic sarcasm ('so smart') to critique Trump's business record and economic competence.
@tonyfebles3578
Mar 4, 2025
Yea just punched trump in the ground
Yea just punched trump in the ground
Celebratory, likely sarcastic comment using metaphorical language ('punched trump in the ground') rather than literal policy discussion.
Humor / Satire
0.82
@curly_
Mar 4, 2025
Trump is dumber than a rock. If his daddy didn't leave him billions, he would homeless.
Trump is dumber than a rock. If his daddy didn't leave him billions, he would homeless.
Uses insulting humor and sarcasm to mock Trump's intelligence and wealth, presented as comedic critique.
Humor / Satire
0.82
@DarthAgony
Mar 4, 2025
So many Indians the other Indians are being racist against the new Indians hahaha
So many Indians the other Indians are being racist against the new Indians hahaha
Uses ironic humor about internal ethnic group dynamics, marked by 'hahaha' indicating comedic intent.
Humor / Satire
0.82
MorleyMason
Jan 27, 2026
“Alright while the prime minister speaks in french”. I was expecting an English translation but received a casual uninterested spiel à la Ron Burgundy.
“Alright while the prime minister speaks in french”. I was expecting an English translation but received a casual uninterested spiel à la Ron Burgundy.
The comment uses sarcastic comparison to Ron Burgundy to humorously critique the prime minister's French-language delivery and tone.
@babysauceproductions7433
Mar 4, 2025
As a Canadian, I am tired from liking all the comments... lol
As a Canadian, I am tired from liking all the comments... lol
Self-deprecating joke about liking many supportive comments, using humor to express Canadian solidarity.
@Ogami0Itto
Mar 4, 2025
Myself a humble, quiet, soft spoken overly apologetic Canadian from Alberta will explain to the Orange clown loving Americans what just happened. (just in case the sudden politeness/professionalism was a cerebral barrier) ..My boss gave …
Myself a humble, quiet, soft spoken overly apologetic Canadian from Alberta will explain to the Orange clown loving Americans what just happened. (just in case the sudden politeness/professionalism was a cerebral barrier) ..My boss gave your boss the middle finger and had a talkie talk to him like you would a child or someone with severe mental disabilities... and, btw.... Canada welcomes Maine, Washington state and Oregon as our new provinces if they want or need to defect. No questions or security check involved.. all good ..we get it! come on up! Free Tim Horton's coffee on me!!
Uses ironic self-deprecation about Canadian politeness, mocking comparison of Trump to a child, and satirical offer of US states as provinces with free coffee.
@jhrevelator
Mar 4, 2025
NOW THAT IS A REAL LEADER\n\nVote Trudeau for POTUS!
NOW THAT IS A REAL LEADER\n\nVote Trudeau for POTUS!
Uses ironic humor by suggesting Canadians vote for Trudeau as US President, satirizing the comparison between leaders.
@ReyMattMD
Mar 4, 2025
aaaaahhh good ol bramladesh.
aaaaahhh good ol bramladesh.
Sarcastic renaming of Brampton as 'Bramladesh' to mock its demographic composition.
HelpButtonIsBesideMe
Jan 27, 2026
Indians are like package, once you receive one, you unpack ten.
Indians are like package, once you receive one, you unpack ten.
Uses a joke/metaphor about Indian immigration and family chain migration, employing satire to critique immigration patterns.
qizhang2032
Nov 12, 2025
They wear the rag on their head because hair is a gift from god…. Then why hide your hair you boneheads! Dirka Dirka
They wear the rag on their head because hair is a gift from god…. Then why hide your hair you boneheads! Dirka Dirka
Uses mocking humor and ethnic stereotyping ('Dirka Dirka') to ridicule religious head coverings and the people who wear them.
artarttheotter
Dec 20, 2025
Maybe Trump loves inflation, if he has fixed rate debt on all his real estate
Maybe Trump loves inflation, if he has fixed rate debt on all his real estate
Sarcastic speculation about Trump's personal financial interests, using irony to critique economic policy.
@zadokp
Mar 4, 2025
Golden age for US… in pee and shit of silly Trump!
Golden age for US… in pee and shit of silly Trump!
Uses crude sarcasm and vulgar wordplay to mock Trump's presidency as a 'golden age.'
Humor / Satire
0.82
@Ninja_Revenge
Mar 4, 2025
you went to fuqen brown town (its what torontarians call it)
you went to fuqen brown town (its what torontarians call it)
Makes a joking reference to a Toronto neighborhood nickname associated with Indian immigrants, using casual slang humor.
erankartist
Jan 28, 2026
Fantastic speech. Only one lie: I don't actually believe he thinks Trump is intelligent......
Fantastic speech. Only one lie: I don't actually believe he thinks Trump is intelligent......
Praises the speech while using ironic humor to mock Trump's intelligence, combining support with comedic critique.
@Tseringlhatso
Mar 4, 2025
That gentleman ranting against brown folks calling their place shithole, went to eat chicken tikka masala after this interview..
That gentleman ranting against brown folks calling their place shithole, went to eat chicken tikka masala after this interview..
Uses ironic satire to critique hypocrisy: someone who disparages brown people and their culture still consumes their food.
neo26
Sep 20, 2025
Bro in the bike told no lies. 😂 🤣
Bro in the bike told no lies. 😂 🤣
Brief humorous endorsement of a previous commenter's statement, using laughter emojis to signal comedic appreciation.
papishampoo5235
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)