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
Wow and he speaks French! ?
Wow and he speaks French! ?
Comment observes a characteristic of the person in the video (speaking French) rather than engaging with immigration policy or substantive issues.
Meta-Commentary
0.85
@raquelknabben393
Mar 4, 2025
You got a problem bro?
You got a problem bro?
Confrontational question directed at another commenter rather than engaging with immigration topic.
Meta-Commentary
0.85
Nab_productions
Mar 1, 2026
Panchapi Panchapi PANCHAPIIIII .....
Panchapi Panchapi PANCHAPIIIII .....
Comment appears to be referencing or reacting to a specific moment in the video (possibly a person's name or catchphrase) rather than engaging with immigration discourse.
Meta-Commentary
0.85
Joe-ef2nr
Jan 27, 2026
The bike guy speaking true
The bike guy speaking true
References a specific speaker ('bike guy') from the video without substantive argument.
Meta-Commentary
0.85
cyberdragon9826
Feb 28, 2026
The bike guy speaking true
The bike guy speaking true
References a specific speaker from the video without substantive argument.
Meta-Commentary
0.85
cyberdragon9826
Feb 28, 2026
He's an idiot. ?
He's an idiot. ?
Brief dismissive statement about a person (likely a video subject) without substantive argument; functions as commentary on the video content.
Meta-Commentary
0.85
@johncook133
Mar 4, 2025
He sounds like Trump wannabe.
He sounds like Trump wannabe.
Comparison of a video subject to Trump, critiquing their rhetorical style rather than engaging with immigration policy substance.
Meta-Commentary
0.85
frankwilliams6800
Feb 28, 2026
Bro, other people don't change their dialect to speak to you so don't do it every time you start speaking to someone with an accent, omg
Bro, other people don't change their dialect to speak to you so don't do it every time you start speaking to someone with an accent, omg
Commentary about communication behavior and accents that is unrelated to the immigration discussion topic.
Meta-Commentary
0.85
DJYes-k4s
Feb 11, 2026
TO CNN: I’d rather hear everything PM Trudeau said. Talk about it after we get to hear it all ourselves.
TO CNN: I’d rather hear everything PM Trudeau said. Talk about it after we get to hear it all ourselves.
Directly critiques CNN's editorial choices and requests different video content presentation.
Meta-Commentary
0.85
@wendyseebantz4581
Mar 4, 2025
The bike guy was just speaking facts
The bike guy was just speaking facts
Comment references 'the bike guy' and evaluates their credibility, focusing on the video content rather than immigration policy itself.
Meta-Commentary
0.85
WalkswithOnion
Feb 28, 2026
Agreed Michelle!
Agreed Michelle!
Brief agreement with another commenter (Michelle), referencing the conversation rather than substantive immigration discourse.
Meta-Commentary
0.85
KB-rv5be
Feb 24, 2026
Bot comments
Bot comments
Comment critiques other commenters as bots, addressing the comment section itself rather than the topic.
Meta-Commentary
0.85
@petemarron6677
Mar 4, 2025
Thats not khalisthani flag
Thats not khalisthani flag
Comment disputes a factual claim about a flag shown in the video, engaging with video content rather than broader immigration discourse.
Meta-Commentary
0.85
kishoreindi
Feb 27, 2026
8:38 why is she blinking all weird like Christia Freeland?? 😮
8:38 why is she blinking all weird like Christia Freeland?? 😮
Comments on the video subject's physical appearance and behavior, comparing to another public figure.
Meta-Commentary
0.85
hiddenhazardable
Feb 27, 2026
Love this Lady!!! Its all common sense !!
Love this Lady!!! Its all common sense !!
Comment about the video creator/speaker rather than substantive engagement with immigration policy itself.
Meta-Commentary
0.85
VanIsleAdventuring
Feb 24, 2026
walter white looks disgusted the whole time
walter white looks disgusted the whole time
Comments on the appearance and reaction of someone in the video itself.
Meta-Commentary
0.85
@CristianoRonadloClips
Mar 4, 2025
What a well spoken PM, WOW!!
What a well spoken PM, WOW!!
Direct evaluation of the PM's performance in the video itself, commenting on his speaking ability rather than substantive policy.
Meta-Commentary
0.85
@breeimverythankful1882
Mar 4, 2025
Bike guy 🚴✅
Bike guy 🚴✅
Brief comment referencing a person or moment in the video ('Bike guy') with emoji approval, commenting on video content.
Meta-Commentary
0.85
CFmoto13
Feb 27, 2026
bro on the bike is a legend
bro on the bike is a legend
Brief praise directed at a person featured in the video rather than engaging with immigration discourse.
Meta-Commentary
0.85
ajdittmeier2200
Feb 27, 2026
This video seems like satire.😂
This video seems like satire.😂
Commenter critiques the video itself as satire, making a meta-commentary about the content's nature.
oh_k8
Feb 27, 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)