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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Meta-Commentary
3,846 comments
I like the rhyming of polite with fight.
I like the rhyming of polite with fight.
Comment focuses on the rhetorical style and wordplay in the video content itself rather than substantive policy discussion.
Meta-Commentary
0.88
@RealAadip
Mar 4, 2025
12:42 solid life advice 😂
12:42 solid life advice 😂
References a specific timestamp in the video and comments on its content rather than engaging with immigration discourse.
Meta-Commentary
0.88
Battatouille
Jan 27, 2026
Dude on the bike gets it
Dude on the bike gets it
Brief comment referencing someone 'on the bike' from the video, indicating commentary about the video content rather than substantive discourse on immigration.
Meta-Commentary
0.88
brachcooper4203
Feb 25, 2026
Trudeau looks so cute ?
Trudeau looks so cute ?
Personal observation about appearance unrelated to policy or substantive immigration discourse.
Meta-Commentary
0.88
@forytube4998
Mar 4, 2025
Now this is a cool guy
Now this is a cool guy
Brief comment about the video subject or speaker, not engaging with substantive policy or argument.
Meta-Commentary
0.88
@nitrus2478
Mar 4, 2025
Calling him donald is so disrespectful. And calling for a reaction
Calling him donald is so disrespectful. And calling for a reaction
Comments on the tone and style of the video/speaker rather than substantive policy or immigration issues.
Meta-Commentary
0.88
@Here716
Mar 4, 2025
I think it's ridiculous that news reporters get on Company time and brags about and describe their lives like us watchers really give a shh
I think it's ridiculous that news reporters get on Company time and brags about and describe their lives like us watchers really give a shh
Criticizes news reporters' on-air behavior and content choices, commenting on media presentation rather than immigration policy.
Meta-Commentary
0.88
@tammykayemoffatt6339
Mar 4, 2025
I like that guy in the orange vest, spoke no lies!
I like that guy in the orange vest, spoke no lies!
Evaluates a person featured in the video without engaging with broader immigration or policy arguments.
Meta-Commentary
0.87
dreaa88
Jan 27, 2026
Is it just me or the part directed at Trump was a bit... if not dumbed down, then curated? \n\nSimple words and some strategic raise even. :D
Is it just me or the part directed at Trump was a bit... if not dumbed down, then curated? \n\nSimple words and some strategic raise even. :D
Analysis of the video's rhetorical strategy and editing choices in how the Prime Minister addressed Trump.
Meta-Commentary
0.87
@kaarellehtsalu
Mar 4, 2025
That one guy with the bike was hilarious 😂
That one guy with the bike was hilarious 😂
Comment about a specific moment in the video, finding humor in a participant's actions.
astrix4096
Jan 27, 2026
when are we gonna see a vid about Minnesota?
when are we gonna see a vid about Minnesota?
Request for content about a different location, directed at the channel rather than engaging with immigration discourse.
Meta-Commentary
0.87
elegantrose9579
Feb 3, 2026
Now he creates cringy videos on Indians to get views😂😂😂
Now he creates cringy videos on Indians to get views😂😂😂
Critiques the video creator's content strategy and motivations rather than discussing immigration itself.
Meta-Commentary
0.87
shivamtiwari-dn5oi
Feb 16, 2026
Another American in support of Canada??
Another American in support of Canada??
Questions the presence of American commenters supporting Canada, directing attention to comment patterns rather than substantive issues.
Meta-Commentary
0.87
@Neurospicybunny
Mar 4, 2025
This is totally AI generated lmfao 🤣 so ridiculous anymore
This is totally AI generated lmfao 🤣 so ridiculous anymore
Comment critiques the video itself as AI-generated with dismissive humor, focusing on the video's authenticity rather than immigration substance.
therealstuntmangaming5368
Feb 2, 2026
Dude with the vest is BASED ASF lol
Dude with the vest is BASED ASF lol
References and evaluates a specific person in the video using slang approval ('BASED').
Meta-Commentary
0.87
jakejohnson5274
Jan 27, 2026
Love it how the anchor has her eyebrows all jacked as we go 'live to Justin trudeau' ?????? who gives a flying phu* about 'justin'
Love it how the anchor has her eyebrows all jacked as we go 'live to Justin trudeau' ?????? who gives a flying phu* about 'justin'
Critiques the video production (anchor's appearance) and dismisses the subject matter, primarily commenting on the media itself.
@TexasRangerTed
Mar 4, 2025
All the angry Redditors looking at this channel. Like I could give a damn about their opinion. 😂
All the angry Redditors looking at this channel. Like I could give a damn about their opinion. 😂
Dismissive comment about other commenters (Redditors) and their opinions, with sarcastic tone.
Labyrinth6000
Feb 12, 2026
He's just as racist as the next guy? He's honest unlike most.
He's just as racist as the next guy? He's honest unlike most.
Evaluative comment about another person's character and honesty rather than substantive policy discussion.
Meta-Commentary
0.87
CrucialB
Jan 27, 2026
Coming from a lying communist like this guy that's funny ??? what a clown ?
Coming from a lying communist like this guy that's funny ??? what a clown ?
Dismisses the speaker with insults and characterizes the video content as laughable rather than engaging substantively.
Meta-Commentary
0.86
@senseianaya2774
Mar 4, 2025
That white guy is great , he can have a show of his own 😂
That white guy is great , he can have a show of his own 😂
Comment about a person featured in the video, praising their performance with humorous tone.
rickv7507
Feb 26, 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)