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
Blah blah song of the year ?
Blah blah song of the year ?
Comment dismissively references the video content itself rather than engaging with substantive immigration or political discourse.
Meta-Commentary
0.90
@Pierrepro_1
Mar 4, 2025
A lot of bots on CNN..??
A lot of bots on CNN..??
Comment critiques the video platform/channel (CNN) and its commenters rather than engaging with the substantive topic.
Meta-Commentary
0.90
@ehold6877
Mar 4, 2025
Nope...zero interest in anything Trudeau has to say.
Nope...zero interest in anything Trudeau has to say.
Comment dismisses the video subject (Trudeau) rather than engaging with substantive content.
Meta-Commentary
0.90
@gailynbrock5204
Mar 4, 2025
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
Just check the woke democrat comments........................????
Just check the woke democrat comments........................????
Comments on other commenters' political orientation rather than engaging with substantive content.
Meta-Commentary
0.90
@rossitherhodie5659
Mar 4, 2025
Since when did CNN turn into FOX news….
Since when did CNN turn into FOX news….
Questions the editorial direction of CNN, commenting on the media outlet itself rather than immigration policy.
Meta-Commentary
0.90
@VanyaVanya
Mar 4, 2025
Blistering ? Calm down
Blistering ? Calm down
Brief dismissive comment about the tone or characterization used in the video itself.
Meta-Commentary
0.90
@Jdicjei93jbr
Mar 4, 2025
Brilliant speech! M. Trudeau will leave office on a high note.
Brilliant speech! M. Trudeau will leave office on a high note.
Evaluates the speech itself and comments on Trudeau's political legacy, focusing on the video content rather than substantive policy discussion.
Meta-Commentary
0.90
@RobertPérusse
Mar 4, 2025
????????? well said ???????
????????? well said ???????
Generic affirmation of a previous comment without substantive content; purely meta-engagement with other commenters.
Meta-Commentary
0.90
@catherinemacpherson8306
Mar 4, 2025
Well said..
Well said..
Brief affirmation of a previous comment's content without substantive engagement with immigration topic.
Meta-Commentary
0.90
@Raymonddixon-13z
Mar 4, 2025
He’s a very smart man…
He’s a very smart man…
Brief praise of an individual (likely a political figure) without substantive policy or argument engagement.
Meta-Commentary
0.90
@jaebaereallionaire
Mar 4, 2025
The guy in the blue and black coat 💯
The guy in the blue and black coat 💯
Brief comment about a person visible in the video itself, not engaging with immigration discourse.
Meta-Commentary
0.90
HarveyWasHere
Feb 26, 2026
More actual journalism per vid than years of MSM trash.
More actual journalism per vid than years of MSM trash.
Evaluates the video's journalistic quality compared to mainstream media, commenting on the channel's content.
Meta-Commentary
0.90
damianmougakos3507
Feb 26, 2026
least blur mans face smh
least blur mans face smh
Critiques the video production choice regarding face blurring of an interview subject.
Meta-Commentary
0.90
joeburrow880
Feb 26, 2026
2:03 this guy gets it!
2:03 this guy gets it!
References a specific timestamp and expresses agreement with someone in the video.
Meta-Commentary
0.90
blacktalon1607
Feb 26, 2026
He is not punjabi He is haryanvi, he is speaking haryanvi not punjabi
He is not punjabi
He is haryanvi, he is speaking haryanvi not punjabi
Factual correction about the subject's regional/linguistic identity, commenting on video content accuracy.
Meta-Commentary
0.90
karanvirk4468
Feb 26, 2026
His tone of voice is truly insufferable
His tone of voice is truly insufferable
Critiques the speaker's delivery and tone rather than engaging with substantive content.
Meta-Commentary
0.90
@delaney4195
Mar 4, 2025
Just adding a comment here to be part of History. Donald you fool.
Just adding a comment here to be part of History. Donald you fool.
Comment about participating in the video's comment section and references to Donald Trump without substantive policy discussion.
Meta-Commentary
0.90
@trueflamexp7297
Mar 4, 2025
Maple syrup is nasty.
Maple syrup is nasty.
Off-topic comment about maple syrup unrelated to the video's content about immigration or politics.
Meta-Commentary
0.90
@GreenblattsBaker-sf4kf
Mar 4, 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)