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
Barron Trump is the spitting image of his father, Justin Trudeau
Barron Trump is the spitting image of his father, Justin Trudeau
Uses absurdist humor by comparing Barron Trump to Justin Trudeau, likely mocking both figures through an outlandish physical comparison.
@TheBestDog
Mar 4, 2025
Imagine Donald Trump and Elone put few words into sentences that make sense lol
Imagine Donald Trump and Elone put few words into sentences that make sense lol
Mocking commentary using sarcasm about Trump and Elon's communication style, presented as a joke.
Humor / Satire
0.85
@knowit
Mar 4, 2025
The results of Operation CurryBomb.
The results of Operation CurryBomb.
Appears to be sarcastic/joking reference using a made-up operation name to mock immigration discourse.
NorwayToday98
Jan 27, 2026
Trump voters are already choking on it ?
Trump voters are already choking on it ?
Uses sarcastic, mocking language with an emoji to make a joke about Trump voters.
Humor / Satire
0.85
@2noiembrie83
Mar 4, 2025
I thought 9% approval Trudeau was gone? \n\nLooks like you may have to jiggle the handle.
I thought 9% approval Trudeau was gone? \n\nLooks like you may have to jiggle the handle.
Uses sarcasm and a plumbing metaphor to mock a political leader's approval ratings and viability.
Humor / Satire
0.85
@JayBee-cr8jm
Mar 4, 2025
Thank you for saying canada is the greatest country on earth at the beginning. You can tell I'm canadian because I said thank you for this.
Thank you for saying canada is the greatest country on earth at the beginning. You can tell I'm canadian because I said thank you for this.
Uses self-deprecating humor about Canadian politeness while asserting Canadian identity through cultural stereotype.
2ezpmblack
Feb 15, 2026
Simply, dumbest little man in history. Trump has the biggest little man syndrome I’ve seen.
Simply, dumbest little man in history. Trump has the biggest little man syndrome I’ve seen.
Uses sarcastic insult and ironic commentary about Trump's stature and personality as humorous critique.
Humor / Satire
0.85
@Tom-oi4ew
Mar 4, 2025
Canadians asked Trudeau to be tougher against the United States... And ho boy did he!
Canadians asked Trudeau to be tougher against the United States... And ho boy did he!
Sarcastic commentary using irony ('ho boy did he!') to critique Trudeau's approach to US relations.
@tucsonazul
Mar 4, 2025
I guess maple syrup isnt going to be popular anymore
I guess maple syrup isnt going to be popular anymore
Uses ironic/sarcastic commentary about cultural symbols losing popularity due to demographic change.
Humor / Satire
0.85
EBla-m4l
Nov 9, 2025
Jokes on Canada. The US doesn't make anything
Jokes on Canada. The US doesn't make anything
Sarcastic joke comparing US and Canadian manufacturing capacity with ironic tone.
@christophergolla775
Mar 4, 2025
But keep bringing more refugees! That should help the housing crisis and the economy 😂
But keep bringing more refugees! That should help the housing crisis and the economy 😂
Sarcastic comment using emoji to mock the idea that immigration helps housing and economy, combining ironic humor with underlying anxiety about economic impact.
user-th7lu4tf9d
Jan 19, 2026
No way 😂😂😂😂 who saw this coming for 1 million miles away
No way 😂😂😂😂 who saw this coming for 1 million miles away
Sarcastic comment with repeated laughing emojis mocking the predictability of negative immigration outcomes, using irony to critique policy.
Humor / Satire
0.85
gabe-y2l
Jan 19, 2026
Let me guess, the Canadian Immigration Lawyers Association, doesn't think there's enough immigration. 😂
Let me guess, the Canadian Immigration Lawyers Association, doesn't think there's enough immigration. 😂
Sarcastic comment with laughing emoji dismissing immigration lawyers' advocacy as self-interested, using ironic prediction.
Humor / Satire
0.85
zomgoose
Jan 20, 2026
lol canada legit has an “i’m not a terrorist button” 😂 indias favourite
lol canada legit has an “i’m not a terrorist button” 😂 indias favourite
Sarcastic joke about a security screening button being ineffective, with a stereotyping reference to India.
ericlucci2829
Nov 20, 2025
Lol good luck with all that
Lol good luck with all that
Dismissive sarcastic comment expressing skepticism through ironic tone rather than substantive argument.
Humor / Satire
0.85
@JackB_Nimble88
Mar 4, 2025
5:17 ohhhhh grape is not part of anybody’s culture this dude is spitting crazy allegations
5:17 ohhhhh grape is not part of anybody’s culture this dude is spitting crazy allegations
Sarcastic commentary mocking an absurd claim made in the video with ironic language.
person-wr2iu
Feb 6, 2026
Good to know 'door dash' is in charge of immigration now.
Good to know 'door dash' is in charge of immigration now.
Uses sarcastic comparison of immigration management to food delivery service to mock government competence.
majortom2329
Nov 20, 2025
If you’re really quiet you can hear the champagne corks popping in the Kremlin.
If you’re really quiet you can hear the champagne corks popping in the Kremlin.
Uses ironic, sarcastic imagery (Kremlin champagne) to mock geopolitical implications, employing dark humor.
Humor / Satire
0.85
@red_donut5894
Mar 4, 2025
Canada: Trumps lying\nFact Checkers: Trumps lying\nMAGA: Trump is God
Canada: Trumps lying\nFact Checkers: Trumps lying\nMAGA: Trump is God
Uses sarcastic formatting and ironic contrast between fact-checkers and MAGA supporters to satirize political polarization.
@paulciampo2104
Mar 4, 2025
How it started: ?\nHow it's going: ?
How it started: ?\nHow it's going: ?
Uses the 'How it started vs. how it's going' meme format with question marks, implying ironic commentary on a situation's deterioration.
Humor / Satire
0.85
@DrewK-e2i
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)