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
Bro, that accent and gentle voice when you were being smuggled, damn! XD
Bro, that accent and gentle voice when you were being smuggled, damn! XD
Makes a joking comment about the video subject's accent and demeanor during a smuggling narrative, using humor about the content.
fickelt
Jan 27, 2026
People looking at me like I’m a migrant and I’m First Nations frigging euro migrants complaining about migrants lol
People looking at me like I’m a migrant and I’m First Nations frigging euro migrants complaining about migrants lol
Uses ironic commentary pointing out the hypocrisy of European-descended Canadians (themselves migrants) complaining about migrants, with sarcastic tone ('frigging').
Moviebuff71
Aug 25, 2025
Lol. We know Trudeau was being kind when he called Trump smart.
Lol. We know Trudeau was being kind when he called Trump smart.
Uses ironic humor to mock Trudeau's diplomatic restraint in calling Trump 'smart.'
Humor / Satire
0.82
@deporreswilliams3464
Mar 4, 2025
That dude on the bike 😂😂😂😂
That dude on the bike 😂😂😂😂
Brief comedic reaction to a person featured in the video, using emoji to signal amusement.
branjustoc6675
Jan 27, 2026
I’m as racist as the next guy. 😂
I’m as racist as the next guy. 😂
Self-deprecating joke using emoji to signal ironic commentary about racism rather than sincere endorsement.
WHAMaTRON
Jan 27, 2026
You call people with passports and visas “invaders”. Did the nurse drop u when u were a baby?
You call people with passports and visas “invaders”. Did the nurse drop u when u were a baby?
Uses sarcastic insult to mock another commenter's characterization of legal immigrants as 'invaders,' employing humor to critique their argument.
dabull1381
Feb 25, 2026
They wear the rag on their head because hair is a gift from god…. Then why hide your hair you boneheads! Dirka Dirka
They wear the rag on their head because hair is a gift from god…. Then why hide your hair you boneheads! Dirka Dirka
Uses mocking humor and ethnic stereotyping ('Dirka Dirka') to ridicule religious head coverings and the people who wear them.
artarttheotter
Dec 20, 2025
India is superpower Saaaaarrr 🇮🇳 💩 💩
India is superpower Saaaaarrr 🇮🇳 💩 💩
Sarcastic mockery using exaggeration and emoji to ridicule national pride claims.
cyrid1038
Jan 27, 2026
LOL, U.S.A. will need to build ANOTHER WALL on the Northern border!! (off to buy fence company stocks...)
LOL, U.S.A. will need to build ANOTHER WALL on the Northern border!! (off to buy fence company stocks...)
Uses sarcastic humor about U.S. border walls and stock investment to comment on Canadian immigration.
groveh1
Nov 20, 2025
The guy with the bike is the highlight😂me 100%
The guy with the bike is the highlight😂me 100%
Expresses amusement at a video participant's appearance or behavior, identifying with them humorously.
jwily878
Mar 3, 2026
Trump the king of shooting himself in the feet.
Trump the king of shooting himself in the feet.
Uses idiomatic sarcasm to mock Trump's political decisions and competence.
lambo2655
Dec 8, 2025
Trump declared bankruptcy 7 times. USA will be his last 8 time.
Trump declared bankruptcy 7 times. USA will be his last 8 time.
Uses sarcastic/ironic comparison of Trump's bankruptcy history to predict USA's economic fate.
@Dominatorforex
Mar 4, 2025
Maybe Trump loves inflation, if he has fixed rate debt on all his real estate
Maybe Trump loves inflation, if he has fixed rate debt on all his real estate
Sarcastic speculation about Trump's personal financial interests, using irony to critique economic policy.
@zadokp
Mar 4, 2025
As a Canadian, I am tired from liking all the comments... lol
As a Canadian, I am tired from liking all the comments... lol
Self-deprecating joke about liking many supportive comments, using humor to express Canadian solidarity.
@Ogami0Itto
Mar 4, 2025
They are not americans.....got it now
They are not americans.....got it now
Uses ironic or sarcastic commentary to make a point about national identity or distinction.
Humor / Satire
0.82
Mayah_gacha
Sep 8, 2025
It’s Canada we’ll give them a check an say thank you for coming to Canada sorry for the life you have
It’s Canada we’ll give them a check an say thank you for coming to Canada sorry for the life you have
Uses ironic, stereotypical characterization of Canadian generosity and politeness toward immigrants as satirical commentary.
andrewfrazz5988
Feb 18, 2026
Have you seen how they cook they food in India 😝 😝
Have you seen how they cook they food in India 😝 😝
Makes a joking comment about Indian food preparation with playful emojis, using cultural stereotyping for comedic effect.
Humor / Satire
0.82
fbafreedmenwolfpac
Jan 28, 2026
Don’t that bike being so racist 😂
Don’t that bike being so racist 😂
Uses joking tone with emoji to make a humorous observation about an object or person in the video.
Humor / Satire
0.82
builderminky
Jan 27, 2026
Look Donny, no teleprompter
Look Donny, no teleprompter
Sarcastic jab at Trump's speaking style, using irony to mock rather than substantively engage.
@rich3318
Mar 4, 2025
Well done Donald!!! You have been in office for less than a trimester and already have more enemies than North Korea. What a great president!!
Well done Donald!!! You have been in office for less than a trimester and already have more enemies than North Korea. What a great president!!
Sarcastic critique of Trump's presidency using ironic praise ('great president') to highlight negative consequences and poor leadership.
@mannyme2986
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)