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
Finally an honest review
Finally an honest review
Brief comment evaluating the video content itself rather than engaging with immigration discourse substantively.
Meta-Commentary
0.90
Zorro5.1.4
Jan 28, 2026
why is this kinda sexy ?
why is this kinda sexy ?
An off-topic comment about the video or person featured, unrelated to substantive immigration or policy discussion.
Meta-Commentary
0.90
@naamek-
Mar 4, 2025
He sounds like he wants to cry. ? ?
He sounds like he wants to cry. ? ?
Observational comment about the speaker's emotional demeanor and tone during the speech.
Meta-Commentary
0.90
@The-VoiceofReason
Mar 4, 2025
Bro what that thumbnail bro ?
Bro what that thumbnail bro ?
Directly critiques the video's thumbnail design rather than engaging with immigration content.
Meta-Commentary
0.90
nithinreddysalkuti6908
Jan 28, 2026
I love helmet guy))))
I love helmet guy))))
References a specific moment in the video ('helmet guy'), indicating commentary about video content rather than the immigration topic itself.
Meta-Commentary
0.90
levankukulava8536
Jan 28, 2026
Hi to the 3 of you! Great stuff
Hi to the 3 of you! Great stuff
Comment about the video/channel itself, addressing the creators directly with praise.
Meta-Commentary
0.90
louloucondy9630
Feb 26, 2026
Thank you so much for this video. I just passed the test with 19/20. I read book and then listen this video.
Thank you so much for this video. I just passed the test with 19/20. I read book and then listen this video.
Comment about the video's educational value and the commenter's use of it as study material.
Meta-Commentary
0.90
Tommy-6768
Feb 26, 2026
Bro what is that thumbnail genuinely 💔💔
Bro what is that thumbnail genuinely 💔💔
Comment critiques the video's thumbnail design, directly addressing the video production itself.
Meta-Commentary
0.90
SourishPat
Jan 28, 2026
High viz man has a point.
High viz man has a point.
This is a brief reference to another commenter or video subject ('High viz man'), engaging with the content rather than making a substantive argument.
Meta-Commentary
0.90
Paroxsy
Jan 28, 2026
Next video, Brits retiring in Spain. Need to see that doc
Next video, Brits retiring in Spain. Need to see that doc
Request for the creator to produce similar documentary content on a different topic.
Meta-Commentary
0.90
ThaThree
Jan 27, 2026
Video went from street interviews to Breaking Bad
Video went from street interviews to Breaking Bad
Comment critiques the video's production quality/style, comparing it to a TV show, with humorous tone.
JustinianDrip
Jan 28, 2026
i like the fat poor todd with motorbike.
i like the fat poor todd with motorbike.
Comment about a specific person featured in the video, making an observation about their appearance/characteristics.
Meta-Commentary
0.90
AnastasiaKinya-d4i
Jan 28, 2026
I'm not even Nativ in Englisch ,but he is brillant
I'm not even Nativ in Englisch ,but he is brillant
Comments on the speaker's intelligence and credibility, addressing the video content and presenter rather than the topic itself.
Meta-Commentary
0.90
@benjaminreicherzer4704
Mar 5, 2025
CNN and that work for it are garbage
CNN and that work for it are garbage
Criticism directed at the media outlet (CNN) and its staff rather than the immigration topic itself.
Meta-Commentary
0.90
@Lalo1
Mar 4, 2025
Excellent speech.
Excellent speech.
Brief praise of the video content itself without substantive engagement with immigration or policy topics.
Meta-Commentary
0.90
@KellieSuePeters
Mar 5, 2025
MORE! MORE!! MORE!!!
MORE! MORE!! MORE!!!
Simple request for more video content, directed at the channel creator.
Meta-Commentary
0.90
anotheryogateacher8499
Jan 28, 2026
Tyler was in Montreal and didnt have the chance to say hi :((
Tyler was in Montreal and didnt have the chance to say hi :((
Personal comment about the video creator (Tyler) and a missed opportunity to meet, directed at the content creator rather than the immigration topic.
Meta-Commentary
0.90
Jp-to5uk
Jan 28, 2026
How is this not #1 on trending
How is this not #1 on trending
Comment about the video's platform performance and visibility rather than its content.
Meta-Commentary
0.90
@Blackllung
Mar 5, 2025
He memorized the whole speech. impressive.
He memorized the whole speech. impressive.
Comment about the speaker's performance (memorization of speech) rather than the substantive policy content.
Meta-Commentary
0.90
@exar8355
Mar 5, 2025
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
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)