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
7:04 driver of the tesla with bmw mirrors probably hated you guys lol
7:04 driver of the tesla with bmw mirrors probably hated you guys lol
Joking observation about a specific driver's reaction, using humor to comment on the video's content.
Humor / Satire
0.80
aekh6
Jan 29, 2026
Donald , Donald, Donald!, you dumb silly man
Donald , Donald, Donald!, you dumb silly man
Dismissive name-calling with repetition ('Donald, Donald, Donald') used for comedic/sarcastic effect rather than substantive critique.
Humor / Satire
0.80
@berylweaver9339
Mar 4, 2025
Thank you MAGA. You voted for this stupid circus.
Thank you MAGA. You voted for this stupid circus.
Sarcastic blame directed at MAGA voters, using ironic language to criticize political choices.
@titansfan4215
Mar 4, 2025
Trudeau makes the US regime look like trailer trash, with apologies to anyone who lives in a trailer.
Trudeau makes the US regime look like trailer trash, with apologies to anyone who lives in a trailer.
Sarcastic comparison elevating Trudeau/Canada over the US, using exaggerated language and ironic humor to make a political point.
@androo4519
Mar 4, 2025
Brooo that white trash racist guy 😂😂😂😂 (just FYI that's not an accurate representation of the average Canadian smh pretty much NO ONE in Brampton is)😂
Brooo that white trash racist guy 😂😂😂😂 (just FYI that's not an accurate representation of the average Canadian smh pretty much NO ONE in Brampton is)😂
Uses humor and emoji to mock a racist commenter while asserting that such views don't represent average Canadians in diverse areas like Brampton.
BIGNEMSHOW
Jan 28, 2026
Cone on trudouche soon to be 51st state guaranteed
Cone on trudouche soon to be 51st state guaranteed
Uses sarcastic insult ('trudouche') and absurdist joke about Canada becoming a U.S. state as satirical commentary.
@JasonKye-i7f
Mar 4, 2025
His only mistake was saying Trump is smart lolll i support Canada
His only mistake was saying Trump is smart lolll i support Canada
Uses sarcasm ('lolll') to mock Trump's intelligence while expressing support for Canada.
@anne-mareeosborne8718
Mar 4, 2025
Hey Trump,Melania is watching. Love the part where he started speaking French ❤
Hey Trump,Melania is watching. Love the part where he started speaking French ❤
Joking comment about a political figure's spouse watching and playful observation about French language use, employing light humor.
@albertomalnati4966
Mar 4, 2025
Did Trump not watch the Star Wars Prequels? He’s acting like the Trade Federation starting a trade war, with strings being pulled in the shadows by Palpatine. He thinks he’s Palpatine but that’s Putin. And …
Did Trump not watch the Star Wars Prequels? He’s acting like the Trade Federation starting a trade war, with strings being pulled in the shadows by Palpatine. He thinks he’s Palpatine but that’s Putin. And when Palpatine dismantled the Republic and inserted the Empire, what happened to the Trade Federation? And if the ridiculousness of this comment gets you, then you should think these tariffs are ridiculous because it’s the same damn thing.
Uses Star Wars analogy and satirical comparison to critique Trump's trade policies through extended metaphor.
@gracielaguardado9426
Mar 4, 2025
Ohh boo hoo ?
Ohh boo hoo ?
Dismissive, sarcastic response mocking emotional reactions to the topic.
Humor / Satire
0.80
@lynengels1021
Mar 4, 2025
Trudeau lost me when he said: Trump is a very smart guy…\nI secretly hope he meant “well dressed”
Trudeau lost me when he said: Trump is a very smart guy…\nI secretly hope he meant “well dressed”
Uses sarcastic humor to critique Trudeau's diplomatic statements about Trump.
@federicop74
Mar 4, 2025
If u believe a single word Trudy and cnn has said I. This “ShitShow”. I’ve got some beach front property to sell u in Antarctica. Bring your water wings and swim cap!
If u believe a single word Trudy and cnn has said I. This “ShitShow”. I’ve got some beach front property to sell u in Antarctica. Bring your water wings and swim cap!
Uses sarcastic humor and absurdist metaphor to dismiss Trudeau and CNN's credibility on the tariff situation.
@M30263
Mar 4, 2025
He called him “Donald” twice he real hates him lol !!!!
He called him “Donald” twice he real hates him lol !!!!
Joking observation about the speaker's repeated use of a name, with humorous tone indicated by 'lol' and exclamation marks.
Humor / Satire
0.80
@BrwEyes80
Mar 4, 2025
“We will not back down from a fight”\n\nWanna go fight Putin by yourself??
“We will not back down from a fight”\n\nWanna go fight Putin by yourself??
Sarcastic challenge mocking the speaker's tough rhetoric about not backing down.
Humor / Satire
0.80
@JBtakes
Mar 4, 2025
Could Canada go ahead and adopt California as a province? I'll move there immediately then. Maga and trump always shit talk California anyway, there's no love lost there ? please California LET'S DO THIS!
Could Canada go ahead and adopt California as a province? I'll move there immediately then. Maga and trump always shit talk California anyway, there's no love lost there ? please California LET'S DO THIS!
Satirical proposal for California to join Canada, using humor to express political frustration and desire to relocate.
@DonnaC-w1f
Mar 4, 2025
Can we punch Trump please??
Can we punch Trump please??
Hyperbolic, sarcastic statement expressing frustration with Trump through absurdist humor rather than serious advocacy.
@LeaveThePhilippines
Mar 4, 2025
Blistering ? I had to wipe the estrogen off of my tv screen when he was done speaking
Blistering ? I had to wipe the estrogen off of my tv screen when he was done speaking
Sarcastic, gendered insult using exaggerated imagery to mock the speaker's perceived weakness or femininity.
@curtbeltzer3195
Mar 4, 2025
I mean the way you have to talk to the Donald's ego. 'You are very smart'.
I mean the way you have to talk to the Donald's ego. 'You are very smart'.
Uses ironic commentary about diplomatic strategy and Trump's ego, with meta-observation about communication tactics.
@mfl639
Mar 4, 2025
Just remember, diversity is our strength. And if you don't agree with this statement you are a racist and a bigot.
Just remember, diversity is our strength. And if you don't agree with this statement you are a racist and a bigot.
Sarcastically invokes diversity rhetoric while implying disagreement, using irony to critique pro-immigration positions.
steves2754
Jan 29, 2026
51 State Canada ??
51 State Canada ??
Uses sarcastic framing suggesting Canada become a U.S. state, likely mocking American political situations.
@dashawnmedley
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)