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
Trudeau is standing on business ?? ????.
Trudeau is standing on business ?? ????.
Brief reaction to the video content/speaker's demeanor rather than substantive policy or immigration discussion.
Meta-Commentary
0.70
@essieboulton6738
Mar 4, 2025
The original American Motors plant that became the Chrysler plant is the reason for the size
The original American Motors plant that became the Chrysler plant is the reason for the size
Off-topic comment about automotive manufacturing history unrelated to immigration discussion.
Meta-Commentary
0.70
unknowndayglo7455
Oct 11, 2025
?????????????
?????????????
Series of question marks likely expressing confusion or skepticism about the video content or previous comments.
Meta-Commentary
0.70
@Turnpike617
Mar 4, 2025
0:11 Baste.
0:11 Baste.
References a specific timestamp in the video with minimal substantive content, appearing to comment on the video itself.
Meta-Commentary
0.70
everydaybased
Jan 27, 2026
From Australia ?? spoke like a real man
From Australia ?? spoke like a real man
References the video speaker's origin (Australia) and praises their manner of speaking, commenting on the person rather than the topic.
@evo2815
Mar 4, 2025
Definately, I'm shaking my head too!
Definately, I'm shaking my head too!
Commenter expresses agreement with the video's sentiment without substantive content, functioning as meta-engagement.
Meta-Commentary
0.70
dennissoppitt2267
Feb 27, 2026
On one video, everyone stands for this guy, same video on different channels. Everyone stands behind Trump??? , so male it more obvious, please???
On one video, everyone stands for this guy, same video on different channels. Everyone stands behind Trump??? , so male it more obvious, please???
Comments on video presentation and algorithmic patterns across channels, with undertones of suspicion about coordination.
@florijanftw
Mar 4, 2025
Polish dude spitting facts
Polish dude spitting facts
Comment references the video content/speaker ('Polish dude') and expresses approval, focusing on the communicative act rather than substantive immigration discourse.
Meta-Commentary
0.70
IroningBoardConfessional
Feb 23, 2026
Go to Frisco Texas lol
Go to Frisco Texas lol
A brief, cryptic suggestion unrelated to the main discussion, likely a tangential comment about another location.
Meta-Commentary
0.70
eliy5483
Jan 28, 2026
8:22 at least bro sayin it with his nuts and receipts
8:22 at least bro sayin it with his nuts and receipts
Comment references the video content and speaker ('bro sayin it with his nuts and receipts'), focusing on the presentation rather than substantive immigration discourse.
Meta-Commentary
0.70
BTAMATT420
Jan 27, 2026
Committing a crime is not an act of journalism.; Just ask Don Lemon.
Committing a crime is not an act of journalism.; Just ask Don Lemon.
Makes a tangential reference to journalism ethics and a media figure, appearing to critique the video's methods.
Meta-Commentary
0.70
QuentinStyger
Feb 7, 2026
Showing your true colors when u didn't get what u want ?
Showing your true colors when u didn't get what u want ?
Comment appears to be directed at another commenter or the video creator, critiquing their behavior or authenticity rather than discussing immigration policy.
Meta-Commentary
0.70
@reonlim
Mar 4, 2025
The bad part is, there isn't any magas watching this.
The bad part is, there isn't any magas watching this.
Comments on the audience of the video, noting that Trump supporters ('magas') are not watching this content.
Meta-Commentary
0.70
@memnos77
Mar 4, 2025
This is chess not checkers
This is chess not checkers
Cryptic metaphorical comment about the nature of the situation itself rather than substantive engagement with the topic.
Meta-Commentary
0.70
@noteflippers5474
Mar 4, 2025
What a blackpill
What a blackpill
Brief reference to 'blackpill' (internet slang about the video/discussion), commenting on the tone or message rather than substantive content.
Meta-Commentary
0.70
matthew529yes3
Feb 22, 2026
?at the end of the day PUTIN IS A KILLER AND YA IN THE COMMENTS CANT DENY THAT I LIKE TRUMP BUT PUTIN IS THE WORLDS BIGGEST THREAT ??
?at the end of the day PUTIN IS A KILLER AND YA IN THE COMMENTS CANT DENY THAT I LIKE TRUMP BUT PUTIN IS THE WORLDS BIGGEST THREAT ??
Comment addresses other commenters and appears off-topic to Canadian immigration, focusing instead on Putin and Trump as geopolitical figures.
Meta-Commentary
0.70
@Inurkitchen_5
Mar 4, 2025
Mr. PM will speech!!\nI hope someone is listening (Not They)))
Mr. PM will speech!!\nI hope someone is listening (Not They)))
Comments on the PM's speech and expresses frustration that people aren't listening, mixing meta-commentary with implicit call to action.
@tangobear5359
Mar 4, 2025
Not "THEY" More like HE.,\nPlease.,
Not "THEY" More like HE.,\nPlease.,
Commenter appears to correct grammar or pronoun usage in the video or previous comments.
Meta-Commentary
0.70
@wiseforce7045
Mar 4, 2025
What the fuck this guy literally said rape is part of Africans culture
What the fuck this guy literally said rape is part of Africans culture
Commenter is responding to and mischaracterizing a claim made in the video, expressing outrage at what they perceive as a problematic statement.
WhiteboardWhys
Jan 27, 2026
It wasn't harsh get real lady
It wasn't harsh get real lady
Responds directly to the video speaker ('lady'), disagreeing with their characterization of events rather than discussing the topic itself.
Meta-Commentary
0.70
@user-jh2fe5zv7p
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)