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
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Humor / Satire
4,434 comments
Trump is a clown!!!!\nAmerica needs a better president?
Trump is a clown!!!!\nAmerica needs a better president?
Dismissive characterization of Trump using exaggerated language and rhetorical questioning for comedic effect.
Humor / Satire
0.75
@Kamel718
Mar 4, 2025
“The art of the deal” ?
“The art of the deal” ?
Sarcastic reference to Trump's book title, implying skepticism about his negotiation tactics through ironic quotation.
Humor / Satire
0.75
@Ricky-to2me
Mar 4, 2025
FRUMP AND FELON the gong show morons!
FRUMP AND FELON the gong show morons!
Uses derisive language and name-calling ('FRUMP AND FELON', 'gong show morons') in a sarcastic, dismissive tone rather than substantive critique.
@Thundernymph
Mar 4, 2025
Yay stock market crash ❤❤❤❤❤❤
Yay stock market crash ❤❤❤❤❤❤
Sarcastic celebration of economic collapse using heart emojis, likely expressing anxiety about economic consequences of immigration policy through ironic commentary.
@mfd8346
Mar 4, 2025
Canada it’s time to turn the electricity off in America. Maybe those boys will understand then.
Canada it’s time to turn the electricity off in America. Maybe those boys will understand then.
Sarcastically suggests Canada cut electricity to the U.S. as retaliation, using hyperbolic humor to critique American policy.
@JoeL-zx2tl
Mar 4, 2025
White bicycle guy based AF
White bicycle guy based AF
Uses slang ('based AF') to sarcastically praise a white person in the video, combining ironic commentary with implicit identity framing.
thuff86
Jan 27, 2026
Trudeau spoke directly yo Trump, 'you are dumb' ! As POTUS, you are just a dumb President.
Trudeau spoke directly yo Trump, 'you are dumb' ! As POTUS, you are just a dumb President.
Uses sarcastic, exaggerated language to mock Trump's intelligence in a comedic manner.
Mar 4, 2025
I can't believe that clown trump and his minion elon musk
I can't believe that clown trump and his minion elon musk
Sarcastic, dismissive commentary using 'clown' and 'minion' language with a mocking tone toward political figures.
@pedro75392
Mar 4, 2025
Yeah trump is scared????, CNN is such a loser
Yeah trump is scared????, CNN is such a loser
Sarcastic comment dismissing Trump's confidence while making a jab at CNN, using ironic tone.
@OuterSpace-m1x
Mar 4, 2025
Guy on the bike is so real lmao
Guy on the bike is so real lmao
Casual, approving comment using 'lmao' to express amusement at someone's behavior shown in the video.
Humor / Satire
0.75
Bambi72997
Jan 27, 2026
Trudeau is as lame as CNN?
Trudeau is as lame as CNN?
Sarcastic comparison equating Trudeau with CNN, using humor to express criticism.
Humor / Satire
0.75
@John-h5y9i
Mar 4, 2025
This will hurt republican state the most (alcohol- kentucky) \n\nThey got what they voted for.\n\nAmazing. So satisfying to see this
This will hurt republican state the most (alcohol- kentucky) \n\nThey got what they voted for.\n\nAmazing. So satisfying to see this
Uses sarcastic tone ('They got what they voted for') and schadenfreude to mock Republican voters facing tariff consequences.
Humor / Satire
0.75
@kalengkong
Mar 4, 2025
Vance, Musk and Trump = Dumb, Dumber and Dumbest! Make them go away! Trump belongs with his buddy Putin.\n??????
Vance, Musk and Trump = Dumb, Dumber and Dumbest! Make them go away! Trump belongs with his buddy Putin.\n??????
Uses sarcastic name-calling and exaggeration ('Dumb, Dumber and Dumbest') with ironic tone, though also contains identity-based framing against US political figures.
@nancym5814
Mar 4, 2025
CANDA IS POOR AF lol bro gonna beg Trump in a bit
CANDA IS POOR AF lol bro gonna beg Trump in a bit
Uses sarcasm and joking tone ('lol bro') to mock Canada's economic situation and dependence on the US.
@Caesar2001
Mar 4, 2025
So now we can call them north koreamerica??? Because im done dealing with them. Canada i stand with you all my love from denmark.
So now we can call them north koreamerica??? Because im done dealing with them. Canada i stand with you all my love from denmark.
Uses sarcastic wordplay ('north koreamerica') to mock U.S. authoritarianism while expressing support for Canada.
@Dannyboy314
Mar 4, 2025
No wonder Cannadia has stopped visas now😂
No wonder Cannadia has stopped visas now😂
Uses sarcastic emoji and casual tone to mock Canada's immigration situation, with underlying anxiety about visa restrictions.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
Hahahhahah we don’t nothing from Canada
Hahahhahah we don’t nothing from Canada
Dismissive joke with grammatical errors ('we don't nothing') asserting American independence from Canada in a mocking manner.
@MikeDela-q50
Mar 4, 2025
Atleast, they're not going to blow themselves up!
Atleast, they're not going to blow themselves up!
Backhanded compliment using sarcasm to defend immigrants against security stereotypes, mixing humor with implicit moral defense.
vippsmillennial6336
Jan 29, 2026
You will be our 51st state
You will be our 51st state
Darkly humorous or sarcastic prediction about Canada becoming a US state, with underlying threat anxiety.
@AustinHise98
Mar 4, 2025
Canada has no cards too. Finally tasting own medicine now and pleading his ex-master ?haha
Canada has no cards too. Finally tasting own medicine now and pleading his ex-master ?haha
Sarcastic commentary comparing Canada's current situation to past US relations, with ironic tone.
@eoky
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)