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
"africans or muslims" lmao clown definitely got his heart broken by a black woman in toronto
"africans or muslims" lmao clown definitely got his heart broken by a black woman in toronto
Sarcastic mockery of someone's stated preferences about immigrants, using humor to critique what the commenter views as prejudiced reasoning.
Humor / Satire
0.85
vamp1re_95
Jan 27, 2026
Trump's WWE Tariff Reality Show
Trump's WWE Tariff Reality Show
Satirical characterization of Trump's approach as entertainment-focused rather than serious political engagement.
Humor / Satire
0.85
@eklim2034
Mar 4, 2025
If Trump ever finds out how many bets and pools we have going betting on when Trump will die,\nhed probably lose his tiny mind.\nHeart attack or stroke,somethings \nGonna happen he is a million years old,morbidly …
If Trump ever finds out how many bets and pools we have going betting on when Trump will die,\nhed probably lose his tiny mind.\nHeart attack or stroke,somethings \nGonna happen he is a million years old,morbidly obese ,never exercises and lives on junk food. Its just a matter of time .\nmay as well make some money off him and have a laugh doin it !\nMake your own \ndonnies dirt nap pool \nat work or online with friends!
Dark humor and satire about betting pools on Trump's death, presented as a joke with morbid commentary.
Humor / Satire
0.85
@puttinfoilinyourhat.6174
Mar 4, 2025
I have president envy.
I have president envy.
A brief, ironic expression of admiration for a political leader presented in a lighthearted, joking manner.
Humor / Satire
0.85
@lisaturner2035
Mar 4, 2025
You are a very smart guy?????????? This MAN DONALD IS NEVER BEEN SMART IN HIS LIFE!!!!!!!!!!!!
You are a very smart guy?????????? This MAN DONALD IS NEVER BEEN SMART IN HIS LIFE!!!!!!!!!!!!
Uses sarcasm and ironic questioning to mock Trump's intelligence, employing exaggerated punctuation for comedic effect.
Humor / Satire
0.85
@leonstijns1857
Mar 4, 2025
Hey MAGA- karma's a bitch :)
Hey MAGA- karma's a bitch :)
Uses sarcastic wordplay ('MAGA-karma') and ironic tone to mock political opponents.
Humor / Satire
0.85
@Mloofylicious
Mar 4, 2025
Fuck Canada lol. Never liked maple syrup anyway
Fuck Canada lol. Never liked maple syrup anyway
Uses sarcasm and joking tone to express dismissive sentiment about Canada in a lighthearted manner.
Humor / Satire
0.85
@Createnow5
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
This guys a douch bag ? lmfao hahahhaha
This guys a douch bag ? lmfao hahahhaha
The comment uses sarcastic laughter and name-calling directed at someone in the video, functioning as dismissive humor rather than substantive critique.
@tylersize808
Mar 4, 2025
Canada has 2 modes:\n- We're sorry \n- We're gonna make you sorry
Canada has 2 modes:\n- We're sorry \n- We're gonna make you sorry
Uses ironic stereotyping of Canadian national character through contrasting modes of behavior presented as comedic observation.
@tomonabudget
Mar 4, 2025
No sugar coating just fentanyl coated
No sugar coating just fentanyl coated
Uses dark humor and wordplay ('fentanyl coated') to satirize political messaging and policy.
Humor / Satire
0.85
@coonhound7937
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
That's put the tangerine toddler in his place.
That's put the tangerine toddler in his place.
Sarcastic/mocking reference to Trump using derogatory nickname ('tangerine toddler').
Humor / Satire
0.85
@maltesetony9030
Mar 4, 2025
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
wow someones ballz finally dropped
wow someones ballz finally dropped
Uses crude slang and sarcasm to humorously praise someone for taking a bold stance.
Humor / Satire
0.85
@IronHorseRadioRetroRocks
Mar 4, 2025
#TrumpCannotRead
#TrumpCannotRead
A sarcastic hashtag making a joke about Trump's reading ability rather than substantive commentary.
Humor / Satire
0.85
@litheanne1563
Mar 4, 2025
I think US should become the 4th territory of Canada. Putin, you can have drump and elon and their stupid dogs.
I think US should become the 4th territory of Canada. Putin, you can have drump and elon and their stupid dogs.
Absurdist joke proposing US become Canadian territory while exiling Trump and Elon, clearly satirical rather than serious political proposal.
Humor / Satire
0.85
@sososweet4656
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
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)