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
?'s about to get real
?'s about to get real
Cryptic reference to the video or speaker ('?') with vague prediction about future events, appears to be commentary on the video itself.
Meta-Commentary
0.70
@eddie_g4545
Mar 4, 2025
No . Not true .
No . Not true .
Vague disagreement without substantive content; appears to be a reaction to the video or previous comments rather than substantive discourse.
Meta-Commentary
0.70
luketracey3269
Oct 20, 2025
Krasnov makes sense, always has, MAGA is coming around to admitting its true. It ALL makes sense through this lens.
Krasnov makes sense, always has, MAGA is coming around to admitting its true. It ALL makes sense through this lens.
References a specific commentator (Krasnov) and discusses the coherence of their argument framework.
Meta-Commentary
0.70
@NotMolly-jf2rh
Mar 4, 2025
Less than 1%. Now who's being false
Less than 1%. Now who's being false
Appears to be a response to another commenter's claim, critiquing their accuracy without substantive content.
Meta-Commentary
0.70
@dianasummers6075
Mar 4, 2025
It doesn’t make any sense ?people here are so sorry.
It doesn’t make any sense ?people here are so sorry.
Vague criticism of the video or commenters, expressing disapproval without substantive policy engagement.
Meta-Commentary
0.70
@MaryAnnSmith-g9l
Mar 4, 2025
I don't Like that STATUE..🤯🤯😠
I don't Like that STATUE..🤯🤯😠
Comment expresses disapproval of a statue shown in the video, likely referring to visual content rather than engaging with immigration policy substantively.
Meta-Commentary
0.70
krugmeister7301
Jan 27, 2026
Do we believe government funded media anymore? Not lies. Just untruths. Tell people what they wanna hear. Votes.
Do we believe government funded media anymore?
Not lies. Just untruths.
Tell people what they wanna hear. Votes.
Skepticism about government-funded media credibility and messaging, primarily meta-commentary about media institutions.
googleuser1992
Dec 30, 2025
US president is a moron.
US president is a moron.
Off-topic insult directed at a political figure unrelated to the video's Canadian immigration focus.
Meta-Commentary
0.70
@XSchuauss
Mar 4, 2025
Tramp, ruski bot!!!
Tramp, ruski bot!!!
Appears to be a dismissive comment about another commenter or external figure, not directly engaging with immigration content.
Meta-Commentary
0.70
@halinaoles1369
Mar 4, 2025
Mythical refresh pull
Mythical refresh pull
Comment appears to reference the video itself or its content quality, though the meaning is unclear.
Meta-Commentary
0.70
sbtalkin
Jan 27, 2026
That dude on the bike is incredibly based. I hope he isnt prosecuted
That dude on the bike is incredibly based. I hope he isnt prosecuted
References a person in the video and expresses hope they avoid legal consequences, combining video commentary with ideological approval.
heypistolero
Jan 27, 2026
The Governor of Canada is mad ? ? ?
The Governor of Canada is mad ? ? ?
Appears to be a confused or off-topic comment about 'the Governor of Canada,' possibly misunderstanding the video context or making a meta observation.
Meta-Commentary
0.70
@DsvidBlanton
Mar 4, 2025
The reporters are especially good in repeating, what is just sad?
The reporters are especially good in repeating, what is just sad?
Comment critiques the reporters' communication style and approach in the video itself.
Meta-Commentary
0.70
@TheDM3002XTuber
Mar 4, 2025
Sad to see him leaving. Such a great president.
Sad to see him leaving. Such a great president.
Comment expresses opinion about a public figure's departure, likely responding to video content rather than engaging with immigration policy substantively.
Meta-Commentary
0.70
@fuchman6444
Mar 4, 2025
He never did a video on islamists did he. He can’t go against that community
He never did a video on islamists did he. He can’t go against that community
Critiques the video creator's editorial choices and alleged bias, making an accusation about content the creator avoids rather than discussing immigration directly.
Supra58
Jan 27, 2026
THANK YOU FOR DOING THIS!!!! SO SICK OF THIS
THANK YOU FOR DOING THIS!!!! SO SICK OF THIS
Expresses approval of video content with emphatic language, directed at the creator.
MH-life
Jan 27, 2026
A leader who’s brain works
A leader who’s brain works
Brief evaluative comment about the speaker's intelligence, functioning as commentary on the video subject rather than substantive discourse.
Meta-Commentary
0.70
@CathyLoughran
Mar 4, 2025
and on top of it your a dam lier
and on top of it your a dam lier
Personal attack on a commenter or public figure rather than substantive policy engagement.
Meta-Commentary
0.70
@Anthony-h8p
Mar 4, 2025
I knew you'd be here at some point.
I knew you'd be here at some point.
Comment references the video or channel itself, suggesting familiarity with expected content patterns.
Meta-Commentary
0.70
Canucks44219
Jan 27, 2026
We believe you.
We believe you.
Minimal response acknowledging or responding to another commenter's statement.
Meta-Commentary
0.70
@bobbymccallum7303
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)