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
Omg the video is back
Omg the video is back
Comment references the video itself being restored or reposted, with no substantive engagement with immigration content.
Meta-Commentary
0.95
Ownagetimex3
Feb 6, 2026
FINALLY! THANK YOU! @TylerOliveira
FINALLY! THANK YOU! @TylerOliveira
Direct acknowledgment and thanks to the video creator, commenting on the video itself rather than the topic.
Meta-Commentary
0.95
DRRowland93
Jan 27, 2026
'more nicer'? do you mean more nice or nicer?
'more nicer'? do you mean more nice or nicer?
Critiques grammar/language use in the video content itself ('more nicer').
Meta-Commentary
0.95
@smithpm81
Mar 4, 2025
I’m just here for the comments lol
I’m just here for the comments lol
Comment about engagement with the comment section itself rather than the video topic.
Meta-Commentary
0.95
BubbaTheChihuahua1
Jan 27, 2026
¿porque no traduces los videos como antes al Español?
¿porque no traduces los videos como antes al Español?
Directly addresses the video creator about translation practices, commenting on the channel's content format.
Meta-Commentary
0.95
axwhite-s4x
Feb 6, 2026
@westjett this video is perfect for you
@westjett this video is perfect for you
Tags another user with a reference to the video content, commenting on the video's relevance to that person.
Meta-Commentary
0.95
YouTubeLover6969
Feb 6, 2026
Donald Trump
Donald Trump
Bare mention of a political figure with no substantive argument or context, likely spam or low-effort commentary.
Meta-Commentary
0.95
@dustinbennett5346
Mar 4, 2025
Wow - this is surreal. I’ve actually never paid more attention to what all of the other world leaders are saying about US than I am right now.
Wow - this is surreal. I’ve actually never paid more attention to what all of the other world leaders are saying about US than I am right now.
Commenter reflects on their own media consumption patterns and attention to international leaders' statements, a meta-observation about the discourse itself.
Meta-Commentary
0.95
@allenquartermain79
Mar 4, 2025
Who's the woman to Trudeau's right??
Who's the woman to Trudeau's right??
Question about a person visible in the video, directly addressing the video content rather than the topic.
Meta-Commentary
0.95
@anneeq008
Mar 4, 2025
So, YouTube, I used some pretty mean language, didn't I? But it's ok for you to post sexually suggestive garbage in your videos, right? You're a joke YouTube.
So, YouTube, I used some pretty mean language, didn't I? But it's ok for you to post sexually suggestive garbage in your videos, right? You're a joke YouTube.
The comment directly addresses YouTube's moderation policies and content standards, critiquing the platform itself.
Meta-Commentary
0.95
@ReinerBoehme-r7d
Mar 4, 2025
Listening to this here, but i hate CNN
Listening to this here, but i hate CNN
Direct criticism of CNN as a media outlet rather than engagement with the video's content about immigration.
Meta-Commentary
0.95
@tackyzack8693
Mar 4, 2025
Ohh I didn’t know this was cnn!! You guys are idiots !!
Ohh I didn’t know this was cnn!! You guys are idiots !!
Comment criticizes the video/channel itself, claiming it's CNN content and insulting the creators.
Meta-Commentary
0.95
@thomasbardwell4151
Mar 4, 2025
Great video!
Great video!
Brief praise of the video itself with no substantive engagement with immigration discourse.
Meta-Commentary
0.95
GailBurfoot
Aug 30, 2025
Tyler looks like he’s freezing outside.
Tyler looks like he’s freezing outside.
Observational comment about the video subject's appearance and conditions.
Meta-Commentary
0.95
moosejawrobinson
Jan 28, 2026
Why was the original deleted?
Why was the original deleted?
Directly questions the video itself, asking why the original version was deleted.
Meta-Commentary
0.95
joek1353
Feb 4, 2026
Very well spoken, clear and precise.
Very well spoken, clear and precise.
Comment praising the speaker's communication style rather than engaging with substantive content.
Meta-Commentary
0.95
@sonnydong3726
Mar 4, 2025
Ai thumbnail sucks
Ai thumbnail sucks
Criticism of the video's thumbnail design, commenting on the video itself.
Meta-Commentary
0.95
dr.wolfstar1765
Jan 27, 2026
I subscribed when I saw this lol
I subscribed when I saw this lol
Expresses engagement with the video content and channel subscription decision.
Meta-Commentary
0.95
wyattmelly1402
Jan 28, 2026
The video is back!!!!!
The video is back!!!!!
Comment directly addresses the video's availability/status, focusing on the platform content rather than immigration substance.
Meta-Commentary
0.95
annacatania1214
Feb 4, 2026
this mofo don't miss
this mofo don't miss
Brief praise directed at the video creator/content, commenting on the video itself rather than immigration policy.
Meta-Commentary
0.95
HybridTrapMusic
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)