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
Who voted for Donna Trumpelstiltskin again?
Who voted for Donna Trumpelstiltskin again?
Uses wordplay and mocking nickname ('Trumpelstiltskin') to satirize Trump through rhetorical questioning.
Humor / Satire
0.85
@KaskKreem
Mar 4, 2025
Carney, why would you do this?? /s
Carney, why would you do this?? /s
Sarcastic question directed at a named individual with '/s' tag indicating ironic commentary.
Humor / Satire
0.85
Charlesce-dp1xe
Feb 18, 2026
The guy wearing the outfit in orange that supposedly has a job fit for <70 IQ people, calling sub saharans <70 IQ. LOL
The guy wearing the outfit in orange that supposedly has a job fit for <70 IQ people, calling sub saharans <70 IQ. LOL
Commenter uses ironic humor to point out hypocrisy in someone making intelligence-based claims while appearing unintelligent themselves.
Humor / Satire
0.85
JamallAmsterdam1
Feb 26, 2026
Governor Trudo
Governor Trudo
Mocking nickname ('Governor Trudo') for Trudeau, using sarcasm to critique his authority or status.
Humor / Satire
0.85
@quietlightning4063
Mar 4, 2025
Didn’t know India had snow till now
Didn’t know India had snow till now
Makes a joking observation about climate/geography, using ironic surprise to comment on the video's content.
Humor / Satire
0.85
LargeMeats
Jan 27, 2026
I like how this video goes from a Canadian Cultural Video, to a "Can I get smuggled into USA" video 😂
I like how this video goes from a Canadian Cultural Video, to a "Can I get smuggled into USA" video 😂
Uses ironic humor to critique the video's tonal shift from cultural content to immigration/smuggling discussion.
duppressor8164
Jan 28, 2026
Portugal Mentioned!!!!!!!!!!!!!!!! LET'S GOOOOOOOOOO
Portugal Mentioned!!!!!!!!!!!!!!!! LET'S GOOOOOOOOOO
Enthusiastic, exaggerated reaction to Portugal being mentioned in the video, using humor and excitement.
mariovale8043
Jan 28, 2026
Canada is my favorite region of India!
Canada is my favorite region of India!
Ironic/sarcastic statement inverting Canada's status as a nation by calling it a 'region of India,' mocking demographic concerns.
Great_White_Tiger
Jan 27, 2026
The only sentence Trump heard from this speech: You are a very smart guy.
The only sentence Trump heard from this speech: You are a very smart guy.
Sarcastic joke implying Trump only absorbed one complimentary phrase from Trudeau's speech.
Humor / Satire
0.85
@clearlake
Mar 4, 2025
All this talk about Canada becoming the 51st state? How about the U.S. becoming the 11th province instead?
All this talk about Canada becoming the 51st state? How about the U.S. becoming the 11th province instead?
Responds to annexation talk with humorous reversal, comparing Canada and U.S. political structures.
@TheRetroCellar
Mar 4, 2025
The fact that this dude is using our slang is crazy idk if I wanna be irritated or happy ??♂️??♂️? when he said “Make it Make sense” ?
The fact that this dude is using our slang is crazy idk if I wanna be irritated or happy ??♂️??♂️? when he said “Make it Make sense” ?
Playfully comments on the Prime Minister's use of slang, expressing ambivalence through humorous tone.
@rayray6027
Mar 4, 2025
Education and Facts are MAGA's kryptonite!
Education and Facts are MAGA's kryptonite!
Uses sarcastic framing ('kryptonite') to mock MAGA ideology through ironic wordplay.
Humor / Satire
0.85
@nickd1638
Mar 4, 2025
Just piss off the world Trump, moron!
Just piss off the world Trump, moron!
Brief sarcastic insult using casual language ('piss off the world') as ironic commentary on Trump's diplomatic approach.
Humor / Satire
0.85
@kenn2184
Mar 4, 2025
Inside Canada’s Indian Invasion- Bro, you’re about 40 years too late, lol.
Inside Canada’s Indian Invasion- Bro, you’re about 40 years too late, lol.
Uses sarcastic humor ('40 years too late') to comment on Indian immigration to Canada, implying it's an old phenomenon.
SongWhisperer
Jan 28, 2026
Europe’s trash taking about invasion 😂😂
Europe’s trash taking about invasion 😂😂
Uses sarcastic mockery and emojis to dismiss European criticism as irrelevant, combining humor with identity-based framing.
AbhishekKumar-qn4yx
Feb 24, 2026
9:17 in punjabi temple if you cover your head , they will cover your belly (free food 😂)
9:17 in punjabi temple if you cover your head , they will cover your belly (free food 😂)
Lighthearted joke about Punjabi temple hospitality and free food, using humor to reference cultural practice.
charltonamith
Jan 27, 2026
Open up the borders that must solve the problem
Open up the borders that must solve the problem
Sarcastic proposal to 'open borders' as solution, followed by joking reference to Geneva Convention and Canadian reputation.
Humor / Satire
0.85
I_have_p
Aug 27, 2025
Remember most Sikhs arent Khalistani 😂
Remember most Sikhs arent Khalistani 😂
Humorous reminder that most Sikhs are not Khalistani separatists, using satire to counter stereotyping.
oreokush5393
Jan 28, 2026
Trudeau talking to Donald like a kindergardener explaining to a toddler why behaving nicely is good. Using easy words. ????? OMG
Trudeau talking to Donald like a kindergardener explaining to a toddler why behaving nicely is good. Using easy words. ????? OMG
Uses sarcastic, mocking tone to ridicule Trudeau's communication style through exaggerated comparison.
@Maknassar
Mar 4, 2025
It's SINGH HORTONS in 2026! Tim Horton's died.
It's SINGH HORTONS in 2026! Tim Horton's died.
Sarcastic joke playing on the name 'Singh' and Tim Hortons, using wordplay to mock demographic change.
larryhammer5183
Jan 28, 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)