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
Who is this Governor TrueDope anyway?
Who is this Governor TrueDope anyway?
Mocking rhetorical question using derogatory nickname, combining sarcasm with commentary on the speaker's identity.
@neighborbob3043
Mar 4, 2025
Poor Justine!
Poor Justine!
Brief sarcastic comment expressing sympathy for Trudeau through ironic tone ('Poor Justine').
Humor / Satire
0.75
@BeholdMyStrength
Mar 4, 2025
i bet it smells.
i bet it smells.
Vague, dismissive comment that appears to be sarcastic or crude humor rather than substantive critique.
Humor / Satire
0.75
streamingnowstreamingnow2568
Sep 30, 2025
All hail the masters of Canada!
All hail the masters of Canada!
Uses sarcastic irony to mock those in power, likely referencing immigration policy makers with mock reverence.
ClownShowParadise69
Jan 21, 2026
Be like Mike ? elbows up ?
Be like Mike ? elbows up ?
Cryptic reference to 'Mike' with 'elbows up' appears to be a joke or meme reference rather than substantive commentary.
Humor / Satire
0.75
@Steven-Momy
Mar 4, 2025
God save us from a RN from India 😂😂
God save us from a RN from India 😂😂
Uses joking tone with emojis to express anxiety about Indian nurses, combining satire with underlying xenophobic concern.
Bha-b2d
Dec 6, 2025
Crying when you only work 40h a week is crazy
Crying when you only work 40h a week is crazy
Uses sarcasm and dismissive tone to mock complaints about work hours, likely ironic commentary.
Humor / Satire
0.75
joetrenny5451
Aug 27, 2025
Nice one Justin, the one and only response, to the lunacy of orange trump.??
Nice one Justin, the one and only response, to the lunacy of orange trump.??
Sarcastic praise of Trudeau's response framed as a joke about Trump, with ironic tone indicated by the question marks.
@grahammartin5240
Mar 4, 2025
Mass reports incoming, saar
Mass reports incoming, saar
Uses sarcastic tone ('saar') predicting mass reports, likely mocking anticipated controversy or moderation.
Lightpetey
Jan 27, 2026
OMG, poor UK! Leave the West alone!
OMG, poor UK! Leave the West alone!
Uses exaggerated sympathy and ironic tone to mock or dismiss concerns about Western nations' problems.
@technofeeliak
Mar 5, 2025
13:56 Tyler Oliveria these fucking guys like 1 out of 5 star customer service from the human traffickers
13:56 Tyler Oliveria these fucking guys like 1 out of 5 star customer service from the human traffickers
Uses sarcastic one-star review format to mock immigration enforcement, combining dark humor with implicit criticism of government handling.
offgrid6789
Jan 28, 2026
The White House is now a lunatic asylum
The White House is now a lunatic asylum
Uses hyperbolic metaphor ('lunatic asylum') in a sarcastic, dismissive tone rather than making a literal claim.
Humor / Satire
0.75
@zyltch1
Mar 4, 2025
We’re all the Russian bots and MAGAs at ???
We’re all the Russian bots and MAGAs at ???
Sarcastic comment about bot activity and MAGA supporters in the comment section, using irony to critique other commenters.
@gonzalobeltran4234
Mar 4, 2025
develop your communication skills , because once you open your mouth you tell the world who you are. Fucking Trump take note.
develop your communication skills , because once you open your mouth you tell the world who you are. Fucking Trump take note.
Uses sarcastic, mocking tone with crude language to satirize Trump's communication style and character.
Humor / Satire
0.75
@AssefaDargie-l3f
Mar 4, 2025
Shirtless poland guy teaching ethics good
Shirtless poland guy teaching ethics good
Sarcastic jab at a video participant, using ironic commentary about appearance and credibility.
lostfootage003
Sep 21, 2025
I know this sound naïve, and somewhat rude but all I can keep hearing is he speak is Kendrick Lamar they not like us! \n\nI would love to see a open debate about this between …
I know this sound naïve, and somewhat rude but all I can keep hearing is he speak is Kendrick Lamar they not like us! \n\nI would love to see a open debate about this between all three countries included in North America .
The commenter makes a joking reference to Kendrick Lamar lyrics, then pivots to a comparative framing suggestion about North American countries.
@tunesbyshy
Mar 4, 2025
Oh God Bless America's next 3.7 years.
Oh God Bless America's next 3.7 years.
Sarcastic invocation of divine blessing for America's next 3.7 years, implying criticism through ironic tone.
Humor / Satire
0.75
@brownasianity
Mar 4, 2025
Trump! You cannot have our water or our gas! Go get it from russia! Oh i forgot, there gas plants are being bombed right now.
Trump! You cannot have our water or our gas! Go get it from russia! Oh i forgot, there gas plants are being bombed right now.
Uses sarcastic tone and ironic commentary about Trump's resource demands and Russia's situation.
@heatherumpherville6641
Mar 4, 2025
did trump send this guy
did trump send this guy
Absurdist joke implying Trump sent the video subject, using sarcasm to mock conspiracy thinking.
ayesha6903
Jan 27, 2026
LOLOL This is comical!!! Isn't he stepping down??? So who will handle the blow back after he's gone? Canadians need to think twice about what's he's saying or doing...he doesn't have to deal with the …
LOLOL This is comical!!! Isn't he stepping down??? So who will handle the blow back after he's gone? Canadians need to think twice about what's he's saying or doing...he doesn't have to deal with the fallout later!
Opens with sarcastic laughter and mockery ('comical'), then shifts to policy critique about Trudeau's resignation and accountability.
@workstuff-u9m
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)