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
Mango Mussolini will never forgive Justin for that look Melania gave him
Mango Mussolini will never forgive Justin for that look Melania gave him
Uses sarcastic nickname ('Mango Mussolini') and references a personal anecdote as humorous political commentary.
@PacificSword
Mar 4, 2025
The USA should become Canada’s 11th province—by the people’s own free will! What a sharp and articulate President! That would be a total upgrade from Trump. ?
The USA should become Canada’s 11th province—by the people’s own free will! What a sharp and articulate President! That would be a total upgrade from Trump. ?
Employs ironic satire proposing US annexation to Canada while praising Canadian leadership as superior to Trump.
@ZeeZeeCat
Mar 4, 2025
Imagine the frustration of having to deal with a 78 year old returd!! Thank God he's not 50, but will be gone soon...
Imagine the frustration of having to deal with a 78 year old returd!! Thank God he's not 50, but will be gone soon...
Uses sarcasm and wordplay ('returd') to mock Trump's age and express relief about his eventual departure.
Humor / Satire
0.85
@luisrivera3056
Mar 4, 2025
Guys stop this non-sense , summer is coming Lets have a cold beer and chill wat are you talking about
Guys stop this non-sense , summer is coming Lets have a cold beer and chill wat are you talking about
Uses dismissive humor and sarcasm to deflect from serious political discussion, suggesting people should relax instead of engaging.
Humor / Satire
0.85
@ADV-T7
Mar 4, 2025
Downloading WW3??♀️
Downloading WW3??♀️
Commenter uses sarcasm and emoji to make a joke about potential conflict escalation, employing dark humor.
Humor / Satire
0.85
@Cookie_BK
Mar 4, 2025
If you guys are tired of Trudeau can the US have him… please ?
If you guys are tired of Trudeau can the US have him… please ?
Sarcastic joke offering Trudeau to the US, using humor to express political dissatisfaction.
@PsilocybePhilosophy
Mar 4, 2025
Hey look at the Taylor Swift fan.
Hey look at the Taylor Swift fan.
Sarcastic jab at the video subject, using humor to mock or critique.
Humor / Satire
0.85
@djredshow
Mar 4, 2025
Ha ha Lol! DONALD! WSJ says you are smart, but this is dumb move - Just in Treaudu
Ha ha Lol! DONALD! WSJ says you are smart, but this is dumb move - Just in Treaudu
The comment uses sarcasm and joking tone ('Ha ha Lol!') to mock a political decision, with a playful jab at Trump and Trudeau.
@TheScorpionking1981
Mar 4, 2025
I h8 trump so much LOL ahhhhhhhhhhh
I h8 trump so much LOL ahhhhhhhhhhh
Expresses anti-Trump sentiment through casual, exaggerated emotional language and internet slang humor.
Humor / Satire
0.85
@MeganJonasArtist
Mar 4, 2025
But can't you see the awesome clothes on the emperor?\nNot saying, that he can't read...
But can't you see the awesome clothes on the emperor?\nNot saying, that he can't read...
Sarcastic reference to 'emperor's new clothes' fable, using irony to critique someone's competence while appearing to praise them.
Humor / Satire
0.85
@viennois0123
Mar 4, 2025
Trudeau using words that Donald can understand “big”, “doing big things” ?
Trudeau using words that Donald can understand “big”, “doing big things” ?
Sarcastic joke implying Trudeau must use simple language ('big') for Trump to understand, mocking Trump's intelligence through irony.
Humor / Satire
0.85
@CGRANT-ev7sx
Mar 4, 2025
THIS IS TRUMP FLATION
THIS IS TRUMP FLATION
Uses wordplay ('TRUMP FLATION' combining Trump and inflation) as satirical commentary on economic policy.
Humor / Satire
0.85
@okay5045
Mar 4, 2025
Best thing to come out of Canada is Bryan Adams
Best thing to come out of Canada is Bryan Adams
Humorous deflection reducing Canada's cultural contribution to a single musician.
Humor / Satire
0.85
@senormejia9832
Mar 4, 2025
Admit USA has better hockey and we might just make a deal.
Admit USA has better hockey and we might just make a deal.
Humorous/sarcastic comment using hockey rivalry as a lighthearted negotiation tactic.
Humor / Satire
0.85
@lotus6314
Mar 4, 2025
This made Melania moist.
This made Melania moist.
Crude sexual joke using innuendo about a political figure, employing sarcasm and irreverent humor.
Humor / Satire
0.85
@Naniamania3
Mar 4, 2025
Damn, did someone order fresh squeezed orange juice?
Damn, did someone order fresh squeezed orange juice?
Sarcastic joke using a visual metaphor (orange juice/orange-colored person) to mock a political figure.
Humor / Satire
0.85
@thelastvigil111
Mar 4, 2025
Dang...my wallet had a heart attack
Dang...my wallet had a heart attack
Uses humorous personification of a wallet having a heart attack to express concern about costs in a lighthearted, joking manner.
Humor / Satire
0.85
@mattyc1973
Mar 4, 2025
Trump: Making unpopular politicians, popular again.
Trump: Making unpopular politicians, popular again.
Sarcastic quip about Trump making unpopular politicians popular, using ironic reversal as comedic commentary.
Humor / Satire
0.85
@ares106
Mar 4, 2025
There is no way Agent Orange can pay attention through an entire 22 minutes.
There is no way Agent Orange can pay attention through an entire 22 minutes.
Sarcastic jab at a political figure's attention span, using humor to critique rather than engage substantively.
@SkillFullSheep
Mar 4, 2025
Jokes on Canada. The US doesn't make anything
Jokes on Canada. The US doesn't make anything
Sarcastic joke comparing US and Canadian manufacturing capacity with ironic tone.
@christophergolla775
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)