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
As an American, I say Canada shut the hell up and prepare to be number 51?
As an American, I say Canada shut the hell up and prepare to be number 51?
Uses sarcastic/joking tone suggesting Canada become a U.S. state, with underlying identity-based commentary.
@fozziedabear4782
Mar 4, 2025
Lol the visa guy can't even get his story straight. Next year. Next month. All the same thing
Lol the visa guy can't even get his story straight. Next year. Next month. All the same thing
Sarcastic criticism of an interview subject's inconsistent statements about timing, using humor to critique.
490o
Feb 8, 2026
Who said Trump was smart ?
Who said Trump was smart ?
Rhetorical question used sarcastically to mock Trump's intelligence in a dismissive, joking manner.
Humor / Satire
0.80
@fatmatasanusi8494
Mar 4, 2025
Its now official Canada has now given the US its cold front both from its trade and enviroment.
Its now official Canada has now given the US its cold front both from its trade and enviroment.
Uses wordplay ('cold front') to sarcastically describe Canada's trade and environmental stance toward the US.
@pfineman
Mar 4, 2025
Canadians are so nice! They even would let their country become Indian
Canadians are so nice! They even would let their country become Indian
Sarcastic comment praising Canadian niceness while implying demographic replacement anxiety through ironic framing.
Nobblehs
Feb 8, 2026
Do Filipinos in Canada next 😂
Do Filipinos in Canada next 😂
Uses playful tone and emoji to request similar content about another ethnic group, employing light mockery of the video's framing.
Humor / Satire
0.80
lottenetzel8751
Jan 27, 2026
Note how he took his language level down to elementary grade to speak to Donald?
Note how he took his language level down to elementary grade to speak to Donald?
Uses sarcastic commentary about the speaker's communication style, implying criticism through ironic observation.
@nursetinalouise
Mar 4, 2025
9:08 😂😂😂😂😂😂😂 Holy crap are they stupid
9:08 😂😂😂😂😂😂😂
Holy crap are they stupid
Laughing reaction to video content with a derogatory generalization, using humor to express criticism.
SAVGxNiiNO
Jan 27, 2026
canada is the new india saaaar do not redeem the indianphobia saaar
canada is the new india saaaar do not redeem the indianphobia saaar
Sarcastic comment using exaggerated 'saaaar' dialect and comparing Canada to India in a mocking tone.
reisen888
Feb 28, 2026
Golden age? Lol, in this current system?
Golden age? Lol, in this current system?
Sarcastic dismissal of the 'golden age' concept using 'Lol' to mock the claim ironically.
Humor / Satire
0.80
@marialam6343
Mar 4, 2025
Harsh language?!?!?! WTF lady? I thought this was the nicest way he could have said it.
Harsh language?!?!?! WTF lady? I thought this was the nicest way he could have said it.
Uses sarcasm to critique the characterization of Trudeau's language as harsh, implying it was appropriately firm.
@bradlyely
Mar 4, 2025
CANADA WILL BE WELCOMED IN THE EU : we ALL love the Canucks! \nZelenskiy is a man without a suit\nDonald is a suit without a man\nJustin is a man with a suit.
CANADA WILL BE WELCOMED IN THE EU : we ALL love the Canucks! \nZelenskiy is a man without a suit\nDonald is a suit without a man\nJustin is a man with a suit.
Uses ironic characterizations and wordplay about political leaders, with satirical tone about Canada joining the EU.
@Haroun-El-Poussah
Mar 4, 2025
I love like american reporter simply repeat what other ppl say, like if every american is so stupid to not understand this the first time they hear things. xD
I love like american reporter simply repeat what other ppl say, like if every american is so stupid to not understand this the first time they hear things. xD
Mocks American media and audiences with sarcastic commentary about repetitive reporting and perceived audience intelligence, using 'xD' for comedic tone.
@Dacore_DE
Mar 4, 2025
11:48 the trafficker's accent! Lol
11:48 the trafficker's accent! Lol
Makes a joke about a trafficker's accent mentioned in the video, using humor to comment on the content.
emilyannagarrett196
Feb 8, 2026
Zelensky just learned what FAFO means , Trudeau is going to find out soon.
Zelensky just learned what FAFO means , Trudeau is going to find out soon.
The comment uses sarcasm and the acronym 'FAFO' (Find Out For Oneself) to mockingly predict consequences for Trudeau's actions.
Humor / Satire
0.80
@BellSilver-q8i
Mar 4, 2025
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good …
Lol. Me sitting here as an African thinking that I can’t even keep a job at McDonalds due to my low intelligence 😂😂😂. I like the guy in the bike. I feel like it’s good when someone is open and honest about their biases towards a certain group of people. You just learn to avoid them and keep it moving. Instead of people pretending not to be racist. He reminds me of the guy who shaved Aladeens beard in the movie “The Dictator”
Uses self-deprecating humor and irony to comment on racial bias, while sharing personal perspective on encountering discrimination.
ThembaMtunja
Jan 27, 2026
Canindian hahaha 🤣
Canindian hahaha 🤣
Mocks a misspelling or pronunciation ('Canindian') from the video with laughing emojis, making light of a verbal error.
Humor / Satire
0.80
Moro-Koora1
Jan 27, 2026
US has a three years old kid running the GOV?
US has a three years old kid running the GOV?
Uses sarcastic comparison between US and Canadian leadership as ironic political commentary.
@jimmyto6283
Mar 4, 2025
The huge monkey God is definately a win for canada 😅
The huge monkey God is definately a win for canada 😅
Uses emoji and casual tone to make a joking reference to Hindu religious imagery as cultural commentary.
Humor / Satire
0.80
MotoG22-dd5rh
Feb 9, 2026
The usa won't have to worry about illegal immigrants because who in their right mind would want to live in the United States of Russia.
The usa won't have to worry about illegal immigrants because who in their right mind would want to live in the United States of Russia.
Uses ironic humor comparing the US to Russia to critique Trump while expressing concern about authoritarian governance.
@edtremblay6694
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)