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
Why are you all up in Canadas drawers when you could be in Minneapolis doing some real journalism. Bro this was unwatchable.
Why are you all up in Canadas drawers when you could be in Minneapolis doing some real journalism. Bro this was unwatchable.
Criticizes the video's content quality and questions the creator's editorial choices and journalism standards.
Meta-Commentary
0.88
Alex-rl4uy
Jan 27, 2026
Tyler once again shows why he is the worlds biggest POS
Tyler once again shows why he is the worlds biggest POS
Direct personal attack on the video creator ('Tyler'), evaluating his character negatively.
Meta-Commentary
0.88
CritCommanda
Jan 27, 2026
Come visit surrey!!punjabi hood!
Come visit surrey!!punjabi hood!
Off-topic promotional comment about visiting Surrey, unrelated to the video's substantive content.
Meta-Commentary
0.88
troypeters6348
Sep 19, 2025
I'm here after unblocking the video 🤣
I'm here after unblocking the video 🤣
Comment references unblocking the video with emoji, indicating meta-commentary about the video's status or censorship, with light humor.
Erix442
Feb 3, 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
10:00 real scam
10:00 real scam
References a specific timestamp in the video to critique content presented there.
Meta-Commentary
0.88
Urnightmare-666
Feb 28, 2026
Canada ??????????
Canada ??????????
Minimal comment expressing confusion or skepticism about the video's relevance to Canada, meta-commentary on content appropriateness.
Meta-Commentary
0.88
@Saigonquetoi68
Mar 4, 2025
7:05 - guys, you literally are fucking standing in the middle of the road while you talk about driving... HELLO ??? smh
7:05 - guys, you literally are fucking standing in the middle of the road while you talk about driving... HELLO ??? smh
Commenter critiques the video production itself, pointing out a safety/logistical issue with the filming location and setup.
Meta-Commentary
0.88
JakeMazurski
Jan 28, 2026
The guy on the bike spoke no lies 🗣️
The guy on the bike spoke no lies 🗣️
Comment references and endorses the video creator's statements rather than engaging substantively with immigration policy.
Meta-Commentary
0.88
SeeMeNoMore1995
Feb 24, 2026
i love your work, always an interesting watch
i love your work, always an interesting watch
Commenter praises the video creator's work and content quality, engaging with the channel rather than the immigration topic.
Meta-Commentary
0.88
fuqyew
Jan 27, 2026
I thought this schmuck was on his way out?
I thought this schmuck was on his way out?
Dismissive comment about the video subject or speaker, questioning their relevance or status.
Meta-Commentary
0.88
@tektight
Mar 4, 2025
Ok out of all the videos of Punjab he showed this 2:31
Ok out of all the videos of Punjab he showed this 2:31
Comment references a specific timestamp in the video, critiquing the creator's editorial choices.
Meta-Commentary
0.88
RishinDas-q2h
Feb 3, 2026
Lots of opinion spoken over the prime minister. I wish I could have heard his q and a
Lots of opinion spoken over the prime minister. I wish I could have heard his q and a
Comment about the video content itself, expressing frustration about not hearing the full Q&A session.
Meta-Commentary
0.88
@ByronBenitez-e1z
Mar 4, 2025
you mean goofy trudeau
you mean goofy trudeau
Brief dismissive reference to Trudeau as a public figure, commenting on political leadership rather than substantive issues.
Meta-Commentary
0.88
@Jonnyfrl
Mar 4, 2025
You're about a decade late on this one.
You're about a decade late on this one.
Critiques the video's timeliness, suggesting the topic is outdated relative to when the issue emerged.
Meta-Commentary
0.88
qty1315
Jan 27, 2026
I’ve been waiting for this one.
I’ve been waiting for this one.
Brief comment expressing anticipation about the video content itself rather than engaging with immigration substantively.
Meta-Commentary
0.88
rezziedezzie
Jan 27, 2026
Very smart!
Very smart!
Brief affirmation of the video content or speaker without substantive policy engagement, functioning as viewer feedback.
Meta-Commentary
0.88
@fortnite_clips1064
Mar 4, 2025
5:33 man I love this guy ! Speaking facts
5:33 man I love this guy ! Speaking facts
Expresses approval of the video creator and timestamps a specific moment, focusing on the content and creator rather than the topic.
Meta-Commentary
0.88
Wooski_95
Jan 27, 2026
I can’t stand listening to Dr. Lloyd. What do you waste of skin
I can’t stand listening to Dr. Lloyd. What do you waste of skin
Personal attack on a video participant (Dr. Lloyd), commenting on the content creator rather than the immigration topic.
Meta-Commentary
0.88
@riversidebiochar7982
Mar 4, 2025
I love your videos, but can’t deal with the accents.
I love your videos, but can’t deal with the accents.
Provides feedback about the video content itself, specifically about audio/accent issues.
Meta-Commentary
0.88
mariodiaz8408
Jan 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)