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
Bike guy based af.
Bike guy based af.
Brief praise for a person featured in the video ('bike guy'), commenting on the video content itself.
Meta-Commentary
0.90
thomasmichel8449
Jan 28, 2026
Raise your hand 🙋♂️ if you like the honesty of the guy on the bike.
Raise your hand 🙋♂️ if you like the honesty of the guy on the bike.
Solicits engagement about a person featured in the video, commenting on the video content and other viewers' reactions.
Meta-Commentary
0.90
GodsChildrenOnEarth
Jan 28, 2026
Wtf is Trump on
Wtf is Trump on
Brief rhetorical question expressing confusion or criticism about Trump's statements, directed at the subject rather than substantive discourse.
Meta-Commentary
0.90
@NathanSmith-ei3hc
Mar 4, 2025
Well spoken
Well spoken
Brief praise of the speaker's communication style, commenting on the video content itself.
Meta-Commentary
0.90
@simonmccullagh278
Mar 4, 2025
0:51 @tyleroliveria a bad reporter
0:51 @tyleroliveria a bad reporter
Brief personal attack on the reporter's competence, directed at another commenter.
Meta-Commentary
0.90
HH-fs1uu
Jan 28, 2026
Shady sponsor
Shady sponsor
Comment critiques the video's sponsorship rather than engaging with immigration content.
Meta-Commentary
0.90
szabi113
Jan 28, 2026
Ahhhhhh Brampton
Ahhhhhh Brampton
Brief exclamation referencing Brampton (a location featured in the video), commenting on the video content itself rather than immigration policy.
Meta-Commentary
0.90
Datslammed
Jan 27, 2026
Who's from Canada🇨🇦
Who's from Canada🇨🇦
Generic engagement question asking who is from Canada, directed at other commenters rather than addressing immigration substantively.
Meta-Commentary
0.90
NathanTat
Jan 27, 2026
????????????????????????????
????????????????????????????
Question marks expressing confusion or skepticism about the video content itself.
Meta-Commentary
0.90
@loveshay4912
Mar 5, 2025
Over a millionen views in a day😂🎉
Over a millionen views in a day😂🎉
Observation about the video's view count and engagement metrics.
Meta-Commentary
0.90
leonhard2114
Jan 28, 2026
Bro this seems extremely incomplete...as if youtube allowed only 16%.
Bro this seems extremely incomplete...as if youtube allowed only 16%.
Critiques the video's completeness and suggests YouTube censorship, commenting on the content presentation rather than immigration itself.
Meta-Commentary
0.90
Unnatural09
Feb 28, 2026
Can you shut up and let us here the questions/answers??? I hate these dumb as commentators!!!
Can you shut up and let us here the questions/answers??? I hate these dumb as commentators!!!
Criticism of the video's commentators and request for better audio quality, directly addressing the video production.
Meta-Commentary
0.90
@darrylmathews7783
Mar 4, 2025
Trump is winning! These leaches have to pay now?
Trump is winning! These leaches have to pay now?
The commenter is criticizing CNN and the video/channel itself rather than discussing immigration policy.
Meta-Commentary
0.90
@locodragon28
Mar 4, 2025
This is most racist channel I've ever seen, you're not a journalist you're a youtuber Disgusting
This is most racist channel I've ever seen, you're not a journalist you're a youtuber
Disgusting
Critique directed at the video creator and channel itself rather than immigration policy.
Meta-Commentary
0.90
zzzzzzz-t2c
Jan 28, 2026
Well said ?
Well said ?
Brief affirmation of the video content without substantive engagement with immigration topic.
Meta-Commentary
0.90
@sharpeye6760
Mar 5, 2025
Racist Douchebag
Racist Douchebag
Brief dismissive comment about another commenter or video subject, labeling them as racist without substantive argument.
Meta-Commentary
0.90
tonytone1969
Jan 28, 2026
? well said
? well said
Brief affirmation of a previous comment's point without substantive content, meta-engagement with other commenters.
Meta-Commentary
0.90
@gracielacano6706
Mar 4, 2025
Nobody cares about Canada
Nobody cares about Canada
Dismissive comment about the video/topic itself rather than engaging with immigration content.
Meta-Commentary
0.90
@jamieowens5410
Mar 4, 2025
Operation Yellow Ribbon https://en.wikipedia.org/wiki/Operation_Yellow_Ribbon
Operation Yellow Ribbon https://en.wikipedia.org/wiki/Operation_Yellow_Ribbon
Provides a Wikipedia link reference without substantive commentary, appears to be informational meta-engagement with the discussion.
Meta-Commentary
0.90
@cblack4413
Mar 4, 2025
5:20 saying nothing but facts lmao
5:20 saying nothing but facts lmao
Brief affirmation of a specific timestamp in the video, commenting on the video content itself.
Meta-Commentary
0.90
xurexure
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)