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
Trudeau, the northern whiner in chief!???
Trudeau, the northern whiner in chief!???
Uses sarcastic name-calling ('northern whiner in chief') with multiple question marks suggesting ironic mockery rather than serious critique.
Humor / Satire
0.80
@thomascarnes8700
Mar 4, 2025
Comrade Donald
Comrade Donald
Uses sarcastic nickname 'Comrade Donald' to mock Trump's political alignment, employing ironic Cold War terminology.
@deadwood3764
Mar 4, 2025
Gotta give credit where credit is due: The orange clown managed to realize something we haven't seen in a while: uniting Candiand left and right.
Gotta give credit where credit is due: The orange clown managed to realize something we haven't seen in a while: uniting Candiand left and right.
Uses sarcastic language ('orange clown') and ironic commentary about Trump uniting Canadians across political divides.
@jfh69-h69
Mar 4, 2025
All I hear is wah wah wah
All I hear is wah wah wah
Uses dismissive onomatopoeia ('wah wah wah') in sarcastic tone to mock or trivialize the discussion.
Humor / Satire
0.80
@hawj89
Mar 4, 2025
Lol. He’s really lovely, talk to the Canadians about this so called articulate person.
Lol. He’s really lovely, talk to the Canadians about this so called articulate person.
Uses sarcasm ('Lol') to mock the previous commenter's praise and suggest Canadians would disagree with the characterization.
@johnhernandez1235
Mar 4, 2025
as a Canada born...please piss off Trumpy to the extreme so he WILL invade Canada. Thank You Gov Turdeau .??????????
as a Canada born...please piss off Trumpy to the extreme so he WILL invade Canada. Thank You Gov Turdeau .??????????
Uses sarcasm and ironic commentary about Trump invading Canada and criticism of the Prime Minister, framed as dark humor.
@g.k.7057
Mar 4, 2025
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
Not everyone is behind the rancid orange goblin, just the Republicans who kiss his rear.
Not everyone is behind the rancid orange goblin, just the Republicans who kiss his rear.
Derisive characterization of Trump using colorful language and partisan framing presented sarcastically.
@stratis1274
Mar 4, 2025
But why haven’t you mentioned that You’ve won the election by a landslide?
But why haven’t you mentioned that You’ve won the election by a landslide?
Sarcastic question implying the speaker won an election by landslide, using irony to critique or mock the video's framing.
@Mastah2006
Mar 4, 2025
Unless you manufacture ozempic I think we’re cool
Unless you manufacture ozempic I think we’re cool
Sarcastic joke implying Canada only needs to worry about immigration if it manufactures a specific drug, using ironic understatement.
Humor / Satire
0.80
@seomastersdegree
Mar 4, 2025
Why’s this doofus even speaking he didn’t get re-elected lmao
Why’s this doofus even speaking he didn’t get re-elected lmao
Uses sarcasm and mockery ('doofus', 'lmao') to dismiss Trump's credibility based on election loss.
Humor / Satire
0.80
@stebrabakone
Mar 4, 2025
White people did colonise India 😂😂😂 why don't u go find a time machine and question your fellow dingbats, instead. Better yet why don't u do an educational documentary on how white people coloniesed other …
White people did colonise India 😂😂😂 why don't u go find a time machine and question your fellow dingbats, instead. Better yet why don't u do an educational documentary on how white people coloniesed other people land stripped them of resources requested cheap labour and then complain about it. Educate yourself!
Uses sarcasm and ironic humor to counter historical arguments by pointing out colonial hypocrisy with comedic tone.
arthuryugty
Feb 14, 2026
China has imposed retaliatory tariffs on US agricultural products , aussie farmers would like to thank donnie youve just opened up new markets for us ????
China has imposed retaliatory tariffs on US agricultural products , aussie farmers would like to thank donnie youve just opened up new markets for us ????
Uses ironic humor to mock Trump's tariff policy by suggesting it inadvertently benefits Australian farmers, combining sarcasm with economic commentary.
@Secularworld60
Mar 4, 2025
haha more circus shows to come...karma!
haha more circus shows to come...karma!
Sarcastic dismissal using 'circus' metaphor and 'karma' to mock political developments with ironic tone.
Humor / Satire
0.80
@cheahtonghuat1809
Mar 4, 2025
Lefties Losing it ????
Lefties Losing it ????
Sarcastic mockery of political opponents' emotional reactions, using ironic language and emojis.
Humor / Satire
0.80
@Afrimerikaner
Mar 4, 2025
Better than "Allah hu Akbar Boom" 😂
Better than "Allah hu Akbar Boom" 😂
Uses sarcasm and a joke emoji to mock security concerns, employing dark humor about terrorism.
tusharverma8629
Feb 18, 2026
Haha what a Beta
Haha what a Beta
Uses slang insult 'Beta' in joking manner to mock someone, likely Trudeau, with minimal substantive content.
Humor / Satire
0.80
@Drogers8675
Mar 4, 2025
Move to a different part of Canada problem solved 🤷♂️😂
Move to a different part of Canada problem solved 🤷♂️😂
Uses sarcasm and emojis to mock the problem as easily solvable, employing ironic commentary.
Humor / Satire
0.80
BeeVanYouTube
Jan 27, 2026
As someone who lives in the united states I feel like im in the middle of a divorce and the narcissist got full custody ?
As someone who lives in the united states I feel like im in the middle of a divorce and the narcissist got full custody ?
Uses metaphorical humor (divorce/custody analogy) to express frustration about being caught between US and Canada.
@xochic4256
Mar 4, 2025
HE MEANS HIS JOB IS IN JEOPARDY LOL ? \nCAN THE WHOLE CANADIAN GOVERNMENT and let’s be the 51st STATE OF AMERICA ??
HE MEANS HIS JOB IS IN JEOPARDY LOL ? \nCAN THE WHOLE CANADIAN GOVERNMENT and let’s be the 51st STATE OF AMERICA ??
Sarcastic commentary using humor ('LOL') to critique the government and sarcastically propose joining the US as a solution.
@gregmcqueen4540
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)