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
Pull up, I’m sure he won’t say that at the oval office.
Pull up, I’m sure he won’t say that at the oval office.
Sarcastically suggests the speaker won't repeat their statement in a formal setting, implying skepticism about the sincerity of public statements.
Humor / Satire
0.85
@Sxsaddicts
Mar 4, 2025
Oh shit, no electricity for hamburgerland soon? Go Canada! And Trump is an unclefucker. Canada should join European Union btw?
Oh shit, no electricity for hamburgerland soon? Go Canada! And Trump is an unclefucker. Canada should join European Union btw?
Uses crude humor and sarcasm to mock the US while praising Canada and suggesting EU membership.
@jacekb4941
Mar 4, 2025
He called Trump a very smart guy without laughing! I would not play poker with him.
He called Trump a very smart guy without laughing! I would not play poker with him.
Sarcastic observation about someone's composure or dishonesty, using poker metaphor for comedic effect.
@Cal1gula666
Mar 4, 2025
The only untrue statement in the speech was calling Donald smart.
The only untrue statement in the speech was calling Donald smart.
Sarcastic joke implying Trump is not smart, using ironic framing of the speech content.
Humor / Satire
0.85
@seahorse5689
Mar 4, 2025
F the clown GOP
F the clown GOP
Brief dismissive insult presented as crude humor/sarcasm directed at political figures.
Humor / Satire
0.85
@riverinesqn3
Mar 4, 2025
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
Trump made America the laughing stock of the world. Not Great again. He turned America into the crackhead cousin at the cookout.
Trump made America the laughing stock of the world. Not Great again. He turned America into the crackhead cousin at the cookout.
Uses humorous metaphor ('crackhead cousin') to satirically critique Trump's presidency and international reputation.
@monsterensemble351
Mar 4, 2025
I'm waiting for trump to come out and say Trudeau started the invasion of Ukraine.
I'm waiting for trump to come out and say Trudeau started the invasion of Ukraine.
Sarcastically anticipates Trump making an absurd false claim about Trudeau and Ukraine.
Humor / Satire
0.85
@user-tm5cu1ir1c
Mar 4, 2025
Revenge for flirting with Melania ?
Revenge for flirting with Melania ?
Makes a joking, speculative comment about personal motivations using ironic framing.
Humor / Satire
0.85
@emilthomasg
Mar 4, 2025
AMERICA - Leader of the Free World !!!! Oh, sorry. That is _SO_ 2024.
AMERICA - Leader of the Free World !!!! Oh, sorry. That is _SO_ 2024.
Ironic commentary on America's global leadership status, using sarcasm to critique the shift in American standing.
@user-bg4fd8qb2o
Mar 4, 2025
Now contrast this with whatever ‘garble garble garble’ trump will garble tonight.
Now contrast this with whatever ‘garble garble garble’ trump will garble tonight.
Uses sarcastic mockery ('garble garble garble') to ridicule Trump's speaking style in contrast to the video's content.
Humor / Satire
0.85
@Naniamania3
Mar 4, 2025
Calling it dumb hit different.
Calling it dumb hit different.
Brief sarcastic comment about Trudeau calling something 'dumb,' using humor to comment on the video content.
@ArchefluxxMusic
Mar 4, 2025
I liked that he called him donald ?
I liked that he called him donald ?
Appreciates Trudeau's informal address of Trump as 'donald,' finding humor in the casual disrespect.
Humor / Satire
0.85
@Tibicke_21
Mar 4, 2025
Omg the start of this speech has covered everything I know about Canada lol “US largest partner, reasonable, polite” lol\nAlso Australia better have bulls like this guy if it comes to it, I like his …
Omg the start of this speech has covered everything I know about Canada lol “US largest partner, reasonable, polite” lol\nAlso Australia better have bulls like this guy if it comes to it, I like his play
The commenter uses sarcasm and humor to mock stereotypical Canadian characteristics while making a comparative reference to Australia.
@DawnAustralia
Mar 4, 2025
From Toronto, a solution: Mr Trump could source the things he desperately needs from Russia. Agreeably sort out tariffs with Putin. Then set up free lessons in Russian for interested Americans. MAGA hats are already …
From Toronto, a solution: Mr Trump could source the things he desperately needs from Russia. Agreeably sort out tariffs with Putin. Then set up free lessons in Russian for interested Americans. MAGA hats are already the right colour: Red
Uses sarcastic, ironic commentary suggesting Trump work with Russia and offering tongue-in-cheek 'solutions' with political wordplay.
Humor / Satire
0.85
@marthajackson7347
Mar 4, 2025
What will I do without your maple syrup?
What will I do without your maple syrup?
Lighthearted, joking comment using a stereotypical Canadian reference (maple syrup) in a playful manner.
Humor / Satire
0.85
@zacharyreader6115
Mar 4, 2025
Don’t let the door hit you on your way out!!??❌
Don’t let the door hit you on your way out!!??❌
Uses a sarcastic, dismissive phrase with emoji to mock someone leaving, employing ironic tone.
Humor / Satire
0.85
@jaysavy
Mar 4, 2025
Poor little twinkie his country has no chance
Poor little twinkie his country has no chance
Sarcastic/mocking comment using derogatory language ('twinkie') in a joking manner about Canada's geopolitical position.
@bobbybrownbiz
Mar 4, 2025
The good parent to the temperamental child. \n\nLove it!
The good parent to the temperamental child. \n\nLove it!
Uses metaphorical humor comparing Canada to a responsible parent and the US to a temperamental child.
@tonyincs
Mar 4, 2025
That 's all ? Not something like 'Donnald, you are not the ball,, but the shit the americans will scrape of it' kind of expression
That 's all ? Not something like 'Donnald, you are not the ball,, but the shit the americans will scrape of it' kind of expression
Uses crude sarcastic metaphor and absurdist humor to mock Trump, employing ironic commentary rather than direct argument.
Humor / Satire
0.85
@raydiofolk
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)