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
Meta-Commentary
3,846 comments
propaganda bots out in full force today
propaganda bots out in full force today
Comments on the nature of other commenters and the comment section itself rather than the topic.
Meta-Commentary
0.90
@brutalistconcrete25
Mar 4, 2025
Guy on the bike is spitting nothing but facts
Guy on the bike is spitting nothing but facts
Comment about the video content and a person featured in it, endorsing their statements.
Meta-Commentary
0.90
432HertzMafia
Feb 27, 2026
your whole content is about hating others
your whole content is about hating others
Directly critiques the content creator's overall editorial direction and thematic focus.
Meta-Commentary
0.90
doyouknowwhoiam4712
Jan 27, 2026
That guy in the orange on the bike was wildly honest with his views on things lol
That guy in the orange on the bike was wildly honest with his views on things lol
Comment about a specific person featured in the video and their on-camera statements.
Meta-Commentary
0.90
Teabone3
Jan 27, 2026
He spoke Donald instead of Presedent Donald Sir. ???
He spoke Donald instead of Presedent Donald Sir. ???
Critiques the speaker's word choice and protocol in addressing a political figure, focusing on the video content itself.
Meta-Commentary
0.90
@Rahul.boss0007
Mar 4, 2025
This youtuber is the biggest waste of oxygen I've ever seen
This youtuber is the biggest waste of oxygen I've ever seen
Directly attacks the YouTuber and video creator rather than engaging with immigration topic.
Meta-Commentary
0.90
agentfortyseven4034
Feb 9, 2026
Brian Cranston behind
Brian Cranston behind
Brief comment about an actor (Brian Cranston) appearing in or related to the video content.
Meta-Commentary
0.90
@Delznope
Mar 4, 2025
I see why this was deleted and put back up
I see why this was deleted and put back up
The commenter speculates about why the video was deleted and restored, focusing on the video's platform status rather than immigration substance.
Meta-Commentary
0.90
87cozart
Feb 8, 2026
The guy with the bike 🚲 has a good head over his shoulders
The guy with the bike 🚲 has a good head over his shoulders
Brief endorsement of another commenter's credibility and perspective rather than substantive immigration discussion.
Meta-Commentary
0.90
danielvasquez6516
Feb 9, 2026
why on earth do you interrupt this man in the middle of his speech? what kind of reporting is that?
why on earth do you interrupt this man in the middle of his speech? what kind of reporting is that?
Critiques the video production and interviewing technique rather than engaging with substantive content.
Meta-Commentary
0.90
@rebokfleetfoot
Mar 4, 2025
14:22 Can we normalize saying it properly? FEN-TA-NYL not NOL lol
14:22 Can we normalize saying it properly? FEN-TA-NYL not NOL lol
Commenter critiques pronunciation in the video itself, requesting proper enunciation of a word.
Meta-Commentary
0.90
@conglomeratehq
Mar 4, 2025
He feels so fake when he talks
He feels so fake when he talks
Personal critique of Trudeau's communication style and authenticity rather than substantive policy discussion.
Meta-Commentary
0.90
@jeremyallen3556
Mar 4, 2025
Trudeau finishes at 9:32
Trudeau finishes at 9:32
Comment about the video itself, noting a timestamp where a speaker finishes.
Meta-Commentary
0.90
@ziziroberts8041
Mar 4, 2025
Bike guy spitting facts!
Bike guy spitting facts!
Comment about another commenter ('bike guy') and their statements, rather than substantive engagement with the topic.
Meta-Commentary
0.90
KCMedia33
Jan 27, 2026
This guy is racist
This guy is racist
Direct accusation about the content creator's character, commenting on the video/creator rather than immigration policy.
Meta-Commentary
0.90
rd-rams2193
Feb 9, 2026
Just the intro is gross to this video
Just the intro is gross to this video
Directly critiques the video's introduction rather than engaging with immigration content.
Meta-Commentary
0.90
christygray5353
Feb 9, 2026
Donald Trump is a buffoon and makes it embarrassing to claim one's self, an American.
Donald Trump is a buffoon and makes it embarrassing to claim one's self, an American.
Off-topic criticism of Donald Trump unrelated to Canadian immigration; appears to be tangential commentary.
Meta-Commentary
0.90
@ronusband
Mar 4, 2025
Cognitive decline on full display with Lena.
Cognitive decline on full display with Lena.
Personal attack on a video participant (Lena) rather than substantive engagement with immigration topic.
Meta-Commentary
0.90
nothingpersonal878
Feb 27, 2026
CNN still here?
CNN still here?
Comment about media presence (CNN) in the video or comments section, not about immigration policy itself.
Meta-Commentary
0.90
@snjspring
Mar 4, 2025
he is crying. omg
he is crying. omg
Observational comment about the speaker's emotional state or delivery in the video itself.
Meta-Commentary
0.90
@yhi-w6n
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)