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
à bunch of maga ding dongs if you ask me
à bunch of maga ding dongs if you ask me
Dismissive name-calling of MAGA supporters delivered in a joking, contemptuous tone.
Humor / Satire
0.82
@kiiwii11
Mar 4, 2025
Did she just say “decoupling”? OMG the doublespeak is killing me.
Did she just say “decoupling”? OMG the doublespeak is killing me.
Uses sarcasm and irony to mock the use of the term 'decoupling' as political doublespeak.
@mannysr67
Mar 4, 2025
M a n n does that mean I can't afford Canada dry Ginger ale???
M a n n does that mean I can't afford Canada dry Ginger ale???
Joking reference to Canada Dry brand in context of trade war, using wordplay for comedic effect.
Humor / Satire
0.82
@JoshMaxPower
Mar 4, 2025
India is superpower Saaaaarrr 🇮🇳 💩 💩
India is superpower Saaaaarrr 🇮🇳 💩 💩
Sarcastic mockery using exaggeration and emoji to ridicule national pride claims.
cyrid1038
Jan 27, 2026
Trump better learn Russian to start giving his speeches in two languages too
Trump better learn Russian to start giving his speeches in two languages too
Sarcastic joke implying Trump has Russian allegiances, using ironic commentary about language requirements.
Humor / Satire
0.82
@maximilianomoretto258
Mar 4, 2025
Donald is so smart he bankrupted 3 casinos and now is trying to bankrupt the US.
Donald is so smart he bankrupted 3 casinos and now is trying to bankrupt the US.
Uses ironic sarcasm ('so smart') to critique Trump's business record and economic competence.
@tonyfebles3578
Mar 4, 2025
Well said, Comrade. Besides, who needs America. Right? They can just go it alone and suffer from having all those resources on which to survive just fine for centuries. Unlike Canada.
Well said, Comrade. Besides, who needs America. Right? They can just go it alone and suffer from having all those resources on which to survive just fine for centuries. Unlike Canada.
Uses sarcasm and ironic tone ('Comrade') to mock US self-sufficiency claims while comparing Canada's advantages, employing satirical commentary.
@praisegod4538
Mar 4, 2025
After poop controversy tylar new india video 😂😂😂 , dont. Wary Indians help you😂😂😂😂
After poop controversy tylar new india video 😂😂😂 , dont. Wary Indians help you😂😂😂😂
The comment uses sarcasm and humor to mock the creator's recent controversies and suggest Indians won't support his content, employing ironic tone.
Fire_Pro_Gamer_YT
Jan 27, 2026
Trump is a Hoser!
Trump is a Hoser!
Lighthearted insult using Canadian slang ('Hoser') as humorous criticism of Trump.
Humor / Satire
0.82
@joeguzmanguzman
Mar 4, 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
"We need more immigrants to keep up with the economy." "The economy is bad because of an influx of immigrants." "We need more immigrants to keep up with the economy."
"We need more immigrants to keep up with the economy."
"The economy is bad because of an influx of immigrants."
"We need more immigrants to keep up with the economy."
Uses repetition and ironic contradiction to satirize contradictory government messaging about immigration and economic policy.
2Ahthelphi
Jan 27, 2026
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
Everyday it passes the world's love for America grows rises... NOT!
Everyday it passes the world's love for America grows rises... NOT!
Sarcastic commentary using ironic reversal ('NOT!') to critique America's global standing.
@luchohuaquique6137
Mar 4, 2025
Who's letting the governor of the 51st state talk
Who's letting the governor of the 51st state talk
Uses sarcastic framing of Canada as the '51st state' to mock Canadian-American relations and sovereignty.
@skyjogger3256
Mar 4, 2025
Look, I'm not going to say that Donald Trump is a Russian asset, but what I will say is that if I personally was a Russian asset, I'd be doing the exact same things that …
Look, I'm not going to say that Donald Trump is a Russian asset, but what I will say is that if I personally was a Russian asset, I'd be doing the exact same things that Donald Trump is doing. I'm sure that's just a strange coincidence.
Sarcastic, tongue-in-cheek commentary using ironic logic to suggest Trump's alignment with Russian interests, employing satire rather than direct accusation.
@vsGoliath96
Mar 4, 2025
We should not be allowed to run for office after 60 years of age. As a dinosaur, Donald done old. Come on Trudeau, come on! Big kisses from France ?
We should not be allowed to run for office after 60 years of age. As a dinosaur, Donald done old. Come on Trudeau, come on! Big kisses from France ?
Uses sarcasm and joking tone ('dinosaur,' 'Big kisses from France') to mock age-related policy concerns while critiquing leadership.
@jerometeyssier3171
Mar 4, 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
Don't feel bad, Trudeau. It doesn't make sense to us either.
Don't feel bad, Trudeau. It doesn't make sense to us either.
Sarcastic, sympathetic joke mocking the Prime Minister's confusion, using irony to critique policy.
Humor / Satire
0.82
@Ninja_McMuffin
Mar 4, 2025
LIKE KAMALA SAID PUTIN WILL HAVE DON-OLD FOR BREAKFAST ??????✊
LIKE KAMALA SAID PUTIN WILL HAVE DON-OLD FOR BREAKFAST ??????✊
Uses joking tone and emoji to mock political figure while expressing partisan support.
@elainehazen7856
Mar 4, 2025
Imagine starting a trade war with such a calm country ?
Imagine starting a trade war with such a calm country ?
Uses ironic commentary ('Imagine...') to mock the US for initiating conflict with a peaceful nation, employing sarcasm as primary rhetorical device.
@szlpharmacology1330
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)