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
your whole content is about hating others
your whole content is about hating others
Directly critiques the content creator's overall editorial direction and thematic focus.
Meta-Commentary
0.90
doyouknowwhoiam4712
Jan 27, 2026
That guy in the orange on the bike was wildly honest with his views on things lol
That guy in the orange on the bike was wildly honest with his views on things lol
Comment about a specific person featured in the video and their on-camera statements.
Meta-Commentary
0.90
Teabone3
Jan 27, 2026
This youtuber is the biggest waste of oxygen I've ever seen
This youtuber is the biggest waste of oxygen I've ever seen
Directly attacks the YouTuber and video creator rather than engaging with immigration topic.
Meta-Commentary
0.90
agentfortyseven4034
Feb 9, 2026
I see why this was deleted and put back up
I see why this was deleted and put back up
The commenter speculates about why the video was deleted and restored, focusing on the video's platform status rather than immigration substance.
Meta-Commentary
0.90
87cozart
Feb 8, 2026
The guy with the bike 🚲 has a good head over his shoulders
The guy with the bike 🚲 has a good head over his shoulders
Brief endorsement of another commenter's credibility and perspective rather than substantive immigration discussion.
Meta-Commentary
0.90
danielvasquez6516
Feb 9, 2026
Still waiting for the blistering speech ?
Still waiting for the blistering speech ?
Commenter critiques the video content itself, questioning whether a promised 'blistering speech' was delivered.
Meta-Commentary
0.90
@Tom0000
Mar 4, 2025
It’s only me who can’t hear this guy ?
It’s only me who can’t hear this guy ?
Technical complaint about video audio quality, commenting on the video itself rather than its content.
Meta-Commentary
0.90
@akakiiakakievich9580
Mar 4, 2025
????? from italy
????? from italy
Cryptic comment from Italy with question marks, appears to be meta-commentary on the video or conversation itself.
Meta-Commentary
0.90
@eraldohaba8216
Mar 4, 2025
Bike guy spitting facts!
Bike guy spitting facts!
Comment about another commenter ('bike guy') and their statements, rather than substantive engagement with the topic.
Meta-Commentary
0.90
KCMedia33
Jan 27, 2026
This guy is racist
This guy is racist
Direct accusation about the content creator's character, commenting on the video/creator rather than immigration policy.
Meta-Commentary
0.90
rd-rams2193
Feb 9, 2026
Just the intro is gross to this video
Just the intro is gross to this video
Directly critiques the video's introduction rather than engaging with immigration content.
Meta-Commentary
0.90
christygray5353
Feb 9, 2026
Cognitive decline on full display with Lena.
Cognitive decline on full display with Lena.
Personal attack on a video participant (Lena) rather than substantive engagement with immigration topic.
Meta-Commentary
0.90
nothingpersonal878
Feb 27, 2026
CNN still here?
CNN still here?
Comment about media presence (CNN) in the video or comments section, not about immigration policy itself.
Meta-Commentary
0.90
@snjspring
Mar 4, 2025
Wish yall hadn't spoken over him so much
Wish yall hadn't spoken over him so much
Critiques the video production itself, noting that speakers were interrupted too much during the speech.
Meta-Commentary
0.90
@thefinestsake1660
Mar 4, 2025
Thanks Trump
Thanks Trump
Brief acknowledgment of Trump appears to be a meta-comment about the video content rather than substantive discourse.
Meta-Commentary
0.90
@Silver-uo7ok
Mar 4, 2025
Iim not canadian nor indian so i dont really care, i just clicked on this vid for info
Iim not canadian nor indian so i dont really care, i just clicked on this vid for info
Commenter explains their motivation for watching the video and their lack of personal stake, which is meta-commentary about their own engagement with the content.
Meta-Commentary
0.90
NaraPlayz-c5v
Feb 8, 2026
guy on the bicycle is based
guy on the bicycle is based
Brief endorsement of a video participant using slang ('based'), commenting on the video content rather than immigration policy.
Meta-Commentary
0.90
etherisfree
Feb 8, 2026
So this Tyler Oliveira guy is just lidl Channel 5 but clickbait for racists or what?
So this Tyler Oliveira guy is just lidl Channel 5 but clickbait for racists or what?
Critiques the video creator's content strategy and audience, making judgments about the channel itself rather than immigration policy.
Meta-Commentary
0.90
finneas9894
Feb 7, 2026
4:53 oh yeah he be saying it a regular daily basis
4:53 oh yeah he be saying it a regular daily basis
References a specific timestamp in the video and comments on what a speaker said, focusing on the video content itself.
Meta-Commentary
0.90
zkilla_G
Feb 8, 2026
green shirt lady
green shirt lady
Brief observation about a person visible in the video content.
Meta-Commentary
0.90
Trashcreep
Feb 8, 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)