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
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
Canada: we would be pleased to trade Trump for Trudeau. PLEASE!
Canada: we would be pleased to trade Trump for Trudeau. PLEASE!
Sarcastic joke proposing a trade between political leaders, using irony to critique both countries' leadership.
@arussellhart
Mar 4, 2025
The guy with the bike is hilarious! 😂
The guy with the bike is hilarious! 😂
Expresses amusement at a person featured in the video, using humor to comment on video content.
STIMPYYT
Jan 27, 2026
Greatest country on earth😂
Greatest country on earth😂
Uses sarcasm (laughing emoji) to ironically praise Canada, likely critiquing the country's current state.
Humor / Satire
0.85
daru25able
Feb 22, 2026
Canadá is fortunate to only have a border with the United States lol
Canadá is fortunate to only have a border with the United States lol
Uses ironic humor to suggest Canada's fortune lies in having only the USA as a neighbor, implying criticism of US behavior.
@NoNo-p9p5s
Mar 4, 2025
Tyler swift is calling you Justin!! Lol!! Why can’t we all just get along!!
Tyler swift is calling you Justin!! Lol!! Why can’t we all just get along!!
Uses joking reference to Taylor Swift and ironic plea for unity as satirical commentary.
Humor / Satire
0.85
@suehoffman5105
Mar 4, 2025
This is the part where they play the Match Game clip....'Dumb Donald is Reeeeaaally Dumb!'...<Next Line Please>
This is the part where they play the Match Game clip....'Dumb Donald is Reeeeaaally Dumb!'...<Next Line Please>
Satirical reference to a game show format mocking Trump through comedic wordplay and ironic framing.
Humor / Satire
0.85
@-Ready-Player-One-
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
They're all busy taking business calls 😂😂😂😂
They're all busy taking business calls 😂😂😂😂
Lighthearted joke about immigrants being busy with work calls, using humor without explicit hostility or stereotyping.
Humor / Satire
0.85
triclaw2010
Jan 27, 2026
I wanna see more of the white dude on the bike 😂
I wanna see more of the white dude on the bike 😂
Joking comment about a person in the video, using humor and emoji to express amusement.
Humor / Satire
0.85
miguelgutierrez288
Jan 27, 2026
Donald Trump doesn’t use big words like this guy lol I’m moving to Canada ??
Donald Trump doesn’t use big words like this guy lol I’m moving to Canada ??
Uses sarcastic comparison between Trump and Trudeau's communication styles and jokingly expresses intent to move to Canada.
@Pasto2391
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
I laughed when you called America the greatest country on earth
I laughed when you called America the greatest country on earth
Uses sarcasm to mock a statement in the video, likely critiquing the creator's framing through ironic commentary.
codysather8910
Jan 27, 2026
Indian immigrant headquarters 😂😂
Indian immigrant headquarters 😂😂
Joking comment with laughing emojis stereotyping a location as 'Indian immigrant headquarters,' using humor to make an identity-based observation.
luisenrique9015
Jan 27, 2026
Question: Can cockroaches be exterminated? Google: While difficult, elimination is possible with persistence, and a professional pest management service is recommended for severe infestations or difficult-to-treat situations.
Question: Can cockroaches be exterminated?
Google: While difficult, elimination is possible with persistence, and a professional pest management service is recommended for severe infestations or difficult-to-treat situations.
Uses an extended metaphor comparing immigrants to cockroaches through a mock Google search format, employing dark satire.
Humor / Satire
0.85
Staatsy
Oct 7, 2025
Bro on the bike doesn’t give a fck 😂 he wants all the smoke
Bro on the bike doesn’t give a fck 😂 he wants all the smoke
Commenter uses casual slang and humor to mock a person's behavior in the video.
Humor / Satire
0.85
luvhank509
Jan 27, 2026
Bro does opposite of spreading love 😂
Bro does opposite of spreading love 😂
Uses emoji and casual sarcasm to mock someone's approach, employing ironic commentary rather than substantive critique.
Humor / Satire
0.85
jalajkharbanda6386
Jan 27, 2026
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
Oh surprisingly? after ten years lol
Oh surprisingly? after ten years lol
Sarcastic comment mocking the government's delayed response to immigration issues after a decade in power.
Humor / Satire
0.85
Kelly35608
Feb 18, 2026
@4:13 they served him last cause he looks homless lmao...
@4:13 they served him last cause he looks homless lmao...
Makes a joking observation about perceived discriminatory service based on appearance, using casual sarcasm ('lmao').
Humor / Satire
0.85
cardmansales9376
Jan 27, 2026
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)