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
that bike guy retarded
that bike guy retarded
Insult directed at the 'bike guy' commenter, engaging in personal attack rather than substantive discourse.
Meta-Commentary
0.92
Sinisterslurp
Jan 27, 2026
Tyler, I wish I knew you were here❤❤❤
Tyler, I wish I knew you were here❤❤❤
Personal greeting directed at the video creator, commenting on the creator's presence rather than the topic.
Meta-Commentary
0.92
trueestoriesonly
Jan 27, 2026
Vassy is a propagandist, not an interviewer.
Vassy is a propagandist, not an interviewer.
Critique of the interviewer's journalistic approach and bias rather than discussion of immigration policy itself.
Meta-Commentary
0.92
jebidiahhambone5103
Feb 24, 2026
Thank you for the post this helps recognition to the problem
Thank you for the post this helps recognition to the problem
Thanks the video creator for raising awareness about immigration issues rather than substantively engaging with the topic.
Meta-Commentary
0.92
Corexpon
Jan 27, 2026
*FAKE NEWS !!*
*FAKE NEWS !!*
Dismissive comment about the video's credibility rather than engaging with immigration substance.
Meta-Commentary
0.92
Buttercup1996
Feb 12, 2026
Linus couldnt say it better
Linus couldnt say it better
References another commenter (Linus) and their statement, commenting on the discussion itself rather than the topic.
Meta-Commentary
0.92
@t.k.tronix0815
Mar 4, 2025
Great job as usual Michelle to speak for Canadians!
Great job as usual Michelle to speak for Canadians!
Directly addresses the video creator (Michelle) and praises her representation, commenting on the content rather than the immigration topic itself.
Meta-Commentary
0.92
melissaallen197
Feb 24, 2026
guy on the bike is on a bike in the winter for a reason. people who think like that are bums.
guy on the bike is on a bike in the winter for a reason. people who think like that are bums.
References a specific person from the video and makes a judgment about them rather than discussing immigration policy.
Meta-Commentary
0.92
Ruffles55
Jan 27, 2026
I figured this racist piece of shit knows how to pander to his audience but man... the AI slop clips are the cherry on top
I figured this racist piece of shit knows how to pander to his audience but man... the AI slop clips are the cherry on top
Criticizes the video creator and production quality (AI-generated clips), focusing on the content itself rather than immigration policy.
Meta-Commentary
0.92
AkarshBalaji
Jan 29, 2026
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last …
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last week I’ve came to a conclusion that is safe, legal and would probably be the biggest videos in history if done. Around the island is international waters. What do you think is around that island? If you see this comment just reply and I’ll give you the idea for free, I just want these horrible people brought to justice WITH PROOF!!! Thanks bud, hopefully you see this.
This is a direct address to the video creator proposing an unrelated video idea, entirely about the channel and creator rather than immigration policy.
Meta-Commentary
0.92
jacktheripper6928
Feb 7, 2026
The racist white dude got to much screen time
The racist white dude got to much screen time
Comment critiquing the video's editorial choices regarding screen time given to a particular speaker.
Meta-Commentary
0.92
BulmasThighSweatt
Jan 27, 2026
dead internet all over the comments
dead internet all over the comments
Observation about the comment section itself, noting suspicious or bot-like activity patterns.
Meta-Commentary
0.92
@mamandapanda185
Mar 4, 2025
You’re not a journalist. You’re a rage baiter.
You’re not a journalist. You’re a rage baiter.
Critiques the video creator's journalistic credibility and content approach rather than the immigration topic itself.
Meta-Commentary
0.92
LuvyxHearts
Feb 8, 2026
I miss when you did real journalism.
I miss when you did real journalism.
Criticism of the video creator's content quality and editorial direction, not about immigration substance.
Meta-Commentary
0.92
rickyaguilar7572
Jan 27, 2026
Fu mf tf was that thumbnail son of bish go put that stereotype garbage up your mom assh
Fu mf tf was that thumbnail son of bish go put that stereotype garbage up your mom assh
Directly criticizes the video's thumbnail and its use of stereotypes.
Meta-Commentary
0.92
dingding-n5c
Jan 29, 2026
"The Nexy Day" Lol JkJk Dope video Tyler! Thanks man!
"The Nexy Day" Lol JkJk Dope video Tyler! Thanks man!
Comments directly on the video content and creator, praising the video and addressing the uploader by name.
Meta-Commentary
0.92
DameSmiff
Jan 27, 2026
Bike guy is goated
Bike guy is goated
Brief praise for a video subject, not engaging with immigration policy or discourse.
Meta-Commentary
0.92
Bezerker08
Jan 29, 2026
Tyler can only do so many ballsy things for content until he finally meets the find out end of fucking around. I honestly mean that. His work is important but if he keeps trying to …
Tyler can only do so many ballsy things for content until he finally meets the find out end of fucking around. I honestly mean that. His work is important but if he keeps trying to outdo himself, the odds of something catastrophic happening can only increase.
Critiques the content creator's approach and risk-taking behavior, focusing on the video/channel rather than immigration policy.
Meta-Commentary
0.92
jonbourgoin182
Jan 27, 2026
2:03 this guy is dope
2:03 this guy is dope
Comment about a specific person in the video, praising their presentation; purely meta-commentary on video content.
Meta-Commentary
0.92
OfficerKnox
Jan 27, 2026
Great watch, keep up the good work @TylerOliveira
Great watch, keep up the good work @TylerOliveira
Direct praise of the video creator and channel, purely evaluative of the content itself.
Meta-Commentary
0.92
John-tarahillman
Jan 28, 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)