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
0:16 Well, thats quite the opening statement.
0:16
Well, thats quite the opening statement.
References a specific timestamp and comments on the video's opening statement itself.
Meta-Commentary
0.90
user-kt7cv5rt7m
Jan 27, 2026
The white guy with the bike❤
The white guy with the bike❤
Brief comment about a specific person featured in the video with an emoji reaction.
Meta-Commentary
0.90
tolossal
Jan 27, 2026
Hooooly moly, here we go
Hooooly moly, here we go
Reaction to the video content itself, expressing anticipation or skepticism about what follows.
Meta-Commentary
0.90
e_i_e_i_bro
Jan 27, 2026
ive been waiting for this one
ive been waiting for this one
Comment about anticipation for the video itself, expressing engagement with the content.
Meta-Commentary
0.90
Jimmyslimgabagool
Jan 27, 2026
No one is doing what Tyler does
No one is doing what Tyler does
References a person named Tyler from the video, commenting on their unique approach or content.
Meta-Commentary
0.90
LoudUpstairsNeighbor
Feb 5, 2026
great speech !
great speech !
Brief praise of the speech itself, commenting on the video content rather than substantive policy discussion.
Meta-Commentary
0.90
@MrArminSab
Mar 4, 2025
7:52 camera man did that on purpose XD
7:52 camera man did that on purpose XD
Comment about the video production itself, suggesting the cameraman intentionally captured a specific moment for comedic effect.
randomrazr
Jan 27, 2026
This video was briefly removed before its back on YouTube
This video was briefly removed before its back on YouTube
Comments on YouTube's moderation and the video's removal/reinstatement history.
Meta-Commentary
0.90
anisyousif3251
Feb 5, 2026
SAAR IM VERY EARLY SAAR
SAAR IM VERY EARLY SAAR
Commenter is noting their early arrival to the video, a meta-observation about viewing timing.
Meta-Commentary
0.90
lord.gooseling
Jan 27, 2026
BEEN WAITING FOR THIS!
BEEN WAITING FOR THIS!
Enthusiastic comment about anticipating this specific video release, directed at the content itself.
Meta-Commentary
0.90
UnrealChris
Jan 27, 2026
He didn’t say “Thank you” ?
He didn’t say “Thank you” ?
Observational comment about Trudeau's speech content, noting a specific phrase or gesture omission.
Meta-Commentary
0.90
@thankskrishna
Mar 5, 2025
2:05 I fw this guy that’s a very mature and respectful take tbh
2:05 I fw this guy that’s a very mature and respectful take tbh
Comment about the video content and a specific person featured in it, praising their respectful approach.
Meta-Commentary
0.90
MrButch-hq6bc
Feb 5, 2026
I keep getting content not avail popup, had to refresh a few times.
I keep getting content not avail popup, had to refresh a few times.
Technical complaint about the video platform/playback experience, not about immigration content.
Meta-Commentary
0.90
ROTG22
Jan 27, 2026
Legendary refresh pull 🔥
Legendary refresh pull 🔥
Comments on the video content itself ('refresh pull') with enthusiasm, unrelated to immigration discourse.
Meta-Commentary
0.90
SpaceFlye
Jan 27, 2026
Trudeau speaks English beautifully.
Trudeau speaks English beautifully.
Brief observation about the speaker's language ability, commenting on the video content rather than substantive policy or immigration issues.
Meta-Commentary
0.90
@howardcohen7784
Mar 4, 2025
Oops accidentally clicked on cnn again
Oops accidentally clicked on cnn again
The comment expresses frustration about accidentally clicking on what the commenter perceives as a CNN video, critiquing the video source or platform.
Meta-Commentary
0.90
@authenticghost2674
Mar 4, 2025
This comment section is racist.
This comment section is racist.
Direct criticism of the comment section itself rather than engaging with immigration topic.
Meta-Commentary
0.90
SmartVidsEz
Feb 5, 2026
5:06 dude is a savage! Love his honesty, so refreshing. I completely disagree but its honest.
5:06 dude is a savage! Love his honesty, so refreshing. I completely disagree but its honest.
Commenting on a person featured in the video (the 'bike guy'), praising their honesty while disagreeing with their position.
Meta-Commentary
0.90
Gringosaurus
Mar 1, 2026
F** you you remove Hindi dubbing, 🤬🤬🤬🤬🤬🤬🤬🤬
F** you you remove Hindi dubbing, 🤬🤬🤬🤬🤬🤬🤬🤬
Complaint about video platform features (dubbing removal) rather than immigration policy or content.
Meta-Commentary
0.90
ShrivasSahil
Feb 4, 2026
I love the bicycle guy😂
I love the bicycle guy😂
Comment about a specific element or person featured in the video rather than engaging with immigration discourse.
Meta-Commentary
0.90
Justaoss
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)