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
Mr Olivera sure knows how to stir
Mr Olivera sure knows how to stir
Comment critiques the YouTuber's approach to the topic, suggesting the creator is deliberately provoking controversy.
Meta-Commentary
0.88
MLTMeasurement
Jan 29, 2026
Man the bots on here are crazy. Cnn dont get these numbers look at the ratings they get a day
Man the bots on here are crazy. Cnn dont get these numbers look at the ratings they get a day
Comment about YouTube bots, media ratings, and the comment section itself rather than immigration policy.
Meta-Commentary
0.88
@kathyviglione4226
Mar 4, 2025
Do texas next
Do texas next
Request for the creator to produce similar content about a different location, addressing the channel rather than immigration substance.
Meta-Commentary
0.88
redgear2056
Jan 27, 2026
Didnt we just go over this like a month ago ? ???
Didnt we just go over this like a month ago ? ???
Questions the video's timeliness, suggesting the topic was already covered recently, commenting on the content itself.
Meta-Commentary
0.88
@israelrojas3351
Mar 4, 2025
I would be livid with that giant idol
I would be livid with that giant idol
Brief reaction to content in the video itself rather than substantive engagement with immigration discourse.
Meta-Commentary
0.88
drakausdromgatti58
Feb 11, 2026
Wow tyler, u tryin to pull the somalian issue in canada now. Why dont u fak off.
Wow tyler, u tryin to pull the somalian issue in canada now. Why dont u fak off.
Directly addresses the video creator ('tyler') with dismissive criticism about content choices rather than engaging with substantive immigration issues.
Meta-Commentary
0.88
BenNicholas-l9z
Jan 28, 2026
Youtube unbanned this gem
Youtube unbanned this gem
Comment about YouTube's moderation decisions regarding the video itself.
Meta-Commentary
0.88
Xxx-hk6mk
Feb 6, 2026
This title is racist afffff
This title is racist afffff
Comment critiques the video's title itself rather than engaging with immigration policy substance, focusing on the framing of the content.
Meta-Commentary
0.88
liluzilexx
Jan 28, 2026
0:19 how dumb is this guy or is so blinded by hate that common sense left his statement
0:19 how dumb is this guy or is so blinded by hate that common sense left his statement
Directly critiques the video creator's reasoning and emotional state rather than discussing immigration policy substantively.
Meta-Commentary
0.88
Trentz2
Feb 7, 2026
Reminds me of Bradford, excellent Journalism Tyler not sure why you get so much hate
Reminds me of Bradford, excellent Journalism Tyler not sure why you get so much hate
Comment about the video creator and channel reception rather than immigration substance.
Meta-Commentary
0.88
Nitehawkmk77
Mar 2, 2026
Bike guy RULES!
Bike guy RULES!
Brief praise directed at a person featured in the video ('Bike guy'), commenting on the content itself.
Meta-Commentary
0.88
thornie123
Feb 25, 2026
Did he really used the D... word
Did he really used the D... word
Questions what was said in the video itself, focusing on the speaker's language choice rather than substantive content.
Meta-Commentary
0.88
@giftygag2833
Mar 4, 2025
2:38 squammy
2:38 squammy
Timestamps a moment in the video with casual commentary unrelated to immigration discourse.
Meta-Commentary
0.88
dioncena1992
Feb 9, 2026
Now this is a cool guy
Now this is a cool guy
Brief comment about the video subject or speaker, not engaging with substantive policy or argument.
Meta-Commentary
0.88
@nitrus2478
Mar 4, 2025
He sounds like a bitter scared adolescent girl.
He sounds like a bitter scared adolescent girl.
The comment critiques the Prime Minister's tone and demeanor rather than engaging with policy substance, focusing on personal characterization.
Meta-Commentary
0.88
@jesuarivera
Mar 5, 2025
Everyone loving Canada now but just hated them a month ago.
Everyone loving Canada now but just hated them a month ago.
Observes shifting public sentiment toward Canada over time, commenting on audience perception rather than substantive policy or immigration issues.
Meta-Commentary
0.88
@BigDawgInTheSwamp
Mar 4, 2025
You won't see this in CTV or CBC news.
You won't see this in CTV or CBC news.
Comments on media coverage and what is/isn't being reported by mainstream news outlets.
Meta-Commentary
0.88
wernerberg2
Sep 30, 2025
Thank you for showing this
Thank you for showing this
Direct appreciation of the video content; purely meta-commentary about the creator's work.
Meta-Commentary
0.88
KD-mz5xv
Nov 22, 2025
This how president should speak
This how president should speak
Brief approval of the video subject's speaking style, commenting on the presentation rather than substantive content.
Meta-Commentary
0.88
@dayotracking8481
Mar 4, 2025
Why do I have a feeling that guy has never owned a vehicle in his life
Why do I have a feeling that guy has never owned a vehicle in his life
Skeptical observation about a person featured in the video, questioning their credibility or lived experience based on appearance.
Meta-Commentary
0.88
lashartezjones-black1276
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)