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
Envy Albertans who won’t have to deal with dysfunctional Liberals when they separate 😂
Envy Albertans who won’t have to deal with dysfunctional Liberals when they separate 😂
Commenter uses sarcasm and humor to express political frustration about provincial governance and separation.
SusanMurtagh-y6y
Feb 27, 2026
Canada is a circus run by clowns... that's all.
Canada is a circus run by clowns... that's all.
Uses sarcastic, dismissive language ('circus run by clowns') to mock government competence in a humorous rather than substantive way.
uu7180-c5p
Feb 27, 2026
That white dude just called us black people low IQ humans, none of us there though, we good in Africa 😂
That white dude just called us black people low IQ humans, none of us there though, we good in Africa 😂
Uses humor and emoji to respond to alleged racist comments, with ironic assertion of African identity and dismissal of the criticism.
Big_J6572
Jan 27, 2026
8:21 WHAT DID I DOOO (im Eritrean lol)
8:21 WHAT DID I DOOO (im Eritrean lol)
Humorous personal reaction to being referenced in the video, using emoji and casual tone to make light of the situation.
silk-2
Jan 27, 2026
Brother it's hard to turn around others thinking but some things are very true on internet like this poop shit. They even have colleges that research on poop shit. 😂 And then top it off …
Brother it's hard to turn around others thinking but some things are very true on internet like this poop shit. They even have colleges that research on poop shit. 😂
And then top it off they have like 10 different religion.😂
Sarcastic, dismissive tone with laughing emojis mocking research and religious diversity.
Humor / Satire
0.80
AmanSinghRathore2004
Jan 27, 2026
The white guy saying Africans can’t be cashiers at McDonald’s meanwhile there is McDonald’s in Africa, this is why he’s riding and wearing a safety vest
The white guy saying Africans can’t be cashiers at McDonald’s meanwhile there is McDonald’s in Africa, this is why he’s riding and wearing a safety vest
Uses sarcasm and mockery to critique racist hiring discrimination, with a jab at the person's appearance.
ashleymercedesdiaz
Feb 24, 2026
😂😂😂 les canadien
😂😂😂 les canadien
Uses laughing emojis and French phrase 'les canadien' in a mocking or ironic tone, functioning as satirical commentary.
Humor / Satire
0.80
JeanBaptisteFrantzseau-n3s
Feb 24, 2026
guess im a racist
guess im a racist
Sarcastic one-liner responding to immigration discourse by ironically self-labeling, likely mocking accusations of racism in the debate.
frankstevens-y6p
Feb 26, 2026
If one is against flooding, it doesnt means he is against water.
If one is against flooding, it doesnt means he is against water.
Uses an analogy/metaphor to defend opposition to high immigration levels while claiming it doesn't mean opposition to immigration itself, employing ironic logic.
Ben-bq5dn
Feb 26, 2026
type of shit only an american could believe lmao
type of shit only an american could believe lmao
Sarcastic dismissal of an argument as characteristically American, using ironic commentary.
ShrexualTension
Feb 26, 2026
4:12 Borat film was indeed way ahead of it's time.
4:12 Borat film was indeed way ahead of it's time.
Commenter makes a joking reference to the Borat film in relation to video content, using satire and pop culture reference.
HinduWaffenChief
Feb 26, 2026
Just as the title begged for, all the racists came running…to be Racist! 😂 What a shameful lot you all are.
Just as the title begged for, all the racists came running…to be Racist! 😂 What a shameful lot you all are.
Uses ironic humor and sarcasm to mock racist commenters while making a moral judgment about their behavior.
Ramanhere468
Feb 26, 2026
C@gar dentro do ônibus é f0d@! 🤣🤣
C@gar dentro do ônibus é f0d@! 🤣🤣
A Portuguese-language joke with emojis about bus behavior, using humor rather than substantive argument.
Humor / Satire
0.80
bymhay
Feb 25, 2026
TDS Sports, 😂😂😂 Now these nut jobs got their own sporting goods?? What are the teams called? Trump is a meanie soccer team??
TDS Sports, 😂😂😂 Now these nut jobs got their own sporting goods?? What are the teams called? Trump is a meanie soccer team??
Sarcastic joke mocking what appears to be a sports brand name, using irony and absurdist humor unrelated to immigration policy.
Humor / Satire
0.80
FORCE_PBC
Jan 27, 2026
I just wanna say how much of a legend the guy on the bike is for saying what we are all thinking. 😂😂
I just wanna say how much of a legend the guy on the bike is for saying what we are all thinking. 😂😂
Uses joking tone ('legend') to celebrate someone's statement, with implied in-group agreement ('what we are all thinking').
OliverEdwards-c4f
Jan 27, 2026
Maybe stop letting criminals go once caught 😂🎉
Maybe stop letting criminals go once caught 😂🎉
Uses humor and emojis to sarcastically critique criminal justice policy and enforcement.
immortalwarrior2406
Feb 18, 2026
liberals can change nothing, Only one thing can change is liberals
liberals can change nothing, Only one thing can change is liberals
Uses sarcastic wordplay ('Only one thing can change is liberals') to mock a political party through ironic commentary.
Humor / Satire
0.80
jianhaihe2610
Feb 24, 2026
"we're all trying to figure out what caused this. No solid leads as of yet." -liberals
"we're all trying to figure out what caused this. No solid leads as of yet."
-liberals
Uses sarcastic mockery of Liberal government's response to an unspecified issue, implying incompetence through ironic quotation.
mr.nimbus537
Feb 18, 2026
Lol liberals sold us out long ago 🎉🎉🎉🎉
Lol liberals sold us out long ago 🎉🎉🎉🎉
Uses sarcasm and emojis to mock Liberal immigration policy in a joking tone.
ahazyday4268
Feb 18, 2026
in the era of making an AI task force, Canada has an extortion task force!!
in the era of making an AI task force, Canada has an extortion task force!!
Sarcastic comparison between Canada's priorities (AI task force vs. extortion task force), critiquing misaligned government focus.
aeaeqq
Feb 18, 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)