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
He talks like a super villian from a movie
He talks like a super villian from a movie
Comment critiques the speaker's delivery style and demeanor rather than engaging with policy or substantive content.
Meta-Commentary
0.85
@heatherc4416
Mar 4, 2025
This person has some serious mental problems
This person has some serious mental problems
Personal criticism of the video subject rather than substantive engagement with immigration topic.
Meta-Commentary
0.85
@__.sayanita.__
Mar 6, 2025
Question 13 is wrong based on the book, Quebec is not a bilingual city, and I can't find that answer on page 47, and the right answer is New Brunswick.
Question 13 is wrong based on the book, Quebec is not a bilingual city, and I can't find that answer on page 47, and the right answer is New Brunswick.
Critique of the video content itself, questioning the accuracy of a specific question and answer provided in the material.
samiraali3058
Jun 4, 2025
Idiotic clickbait. There were only 1.67 million temporary residents (both workers and students) in Canada in 2024. "Millions" will not be forced to leave.
Idiotic clickbait. There were only 1.67 million temporary residents (both workers and students) in Canada in 2024.
"Millions" will not be forced to leave.
Criticizes the video's framing as clickbait while disputing the specific numbers presented in the content.
d.macrae461
Apr 14, 2025
LMAO WHO CARES.
LMAO WHO CARES.
Dismissive reaction to the video/discussion itself rather than engaging with substantive content about immigration or policy.
Meta-Commentary
0.85
@Cafe3ke1234
Mar 4, 2025
EXCELLENT SPEECH !!
EXCELLENT SPEECH !!
Brief positive evaluation of the speech itself, commenting on the video content rather than substantive policy discussion.
Meta-Commentary
0.85
@phillipfranklin9353
Mar 4, 2025
His words:\nNow, I want to speak directly to one specific American 'Donald'.
His words:\nNow, I want to speak directly to one specific American 'Donald'.
Comment quotes directly from the video content, focusing on the speech itself rather than substantive analysis.
Meta-Commentary
0.85
@naturalnature-ob3fw
Mar 5, 2025
Cnn full of anti Americans
Cnn full of anti Americans
Critiques CNN's editorial stance and content bias, commenting on the media platform rather than the immigration topic.
Meta-Commentary
0.85
@NeuroVisionProductions
Mar 5, 2025
Oh what bullshit
Oh what bullshit
Brief dismissive reaction to the video content itself rather than substantive engagement with immigration issues.
Meta-Commentary
0.85
thewatchmanstudios6257
Apr 15, 2025
What times are we living ?
What times are we living ?
Rhetorical question expressing bewilderment about current events rather than substantive argument.
Meta-Commentary
0.85
@Cannonball66
Mar 5, 2025
Krasnov is a moron
Krasnov is a moron
Brief personal insult directed at a specific individual (Krasnov), likely a commenter or public figure mentioned in the video.
Meta-Commentary
0.85
@Chrizzlym
Mar 4, 2025
I can’t believe that I’m actually agreeing with what Trudeau is saying for once…the more you know right?
I can’t believe that I’m actually agreeing with what Trudeau is saying for once…the more you know right?
Personal reaction to agreeing with Trudeau's statement, commenting on the speaker rather than substantive policy.
Meta-Commentary
0.85
@Mr.Thermite
Mar 5, 2025
Blistering lol?
Blistering lol?
Brief comment questioning the video's characterization or tone rather than engaging with substantive content.
Meta-Commentary
0.85
@riiiriii8715
Mar 5, 2025
THIS Is a leader and an Intelligent Young Man ❤
THIS Is a leader and an Intelligent Young Man ❤
Praises the speaker's leadership and intelligence without substantive policy engagement.
Meta-Commentary
0.85
@Yelan194
Mar 5, 2025
Put the trade discussions aside who is the Burd on his right hand side she is beautiful!
Put the trade discussions aside who is the Burd on his right hand side she is beautiful!
Off-topic comment about a person visible in the video, unrelated to immigration policy discussion.
Meta-Commentary
0.85
@alan79wilson93
Mar 5, 2025
CNN is Such A Fake Propaganzize Network.
CNN is Such A Fake Propaganzize Network.
Comment criticizes the news network broadcasting the content rather than engaging with the immigration topic.
Meta-Commentary
0.85
@kinfolk565
Mar 5, 2025
Thank you CNN for your courage.\n Some other networks are becoming poor representatives of journalism.....I am not talking about those whom we could have predicted.
Thank you CNN for your courage.\n Some other networks are becoming poor representatives of journalism.....I am not talking about those whom we could have predicted.
Comment about CNN's journalistic practices and media representation, directed at the video source.
Meta-Commentary
0.85
@susanconley1206
Mar 4, 2025
I wonder if fox news will have the balls to air this speech.
I wonder if fox news will have the balls to air this speech.
Comment questions whether a media outlet (Fox News) will air the speech, focusing on the video/media context rather than immigration policy.
Meta-Commentary
0.85
@DragonflyandTheWolf
Mar 4, 2025
That is so great that you reply to Trump Tariffs.. Thanks
That is so great that you reply to Trump Tariffs.. Thanks
Comment addresses the video creator directly, thanking them for responding to Trump Tariffs topic.
Meta-Commentary
0.85
@Larimarcraftartdan-o1m
Mar 4, 2025
I hate to say anything nice about Trudeau but yeah he kinda smoked him here
I hate to say anything nice about Trudeau but yeah he kinda smoked him here
Comment evaluates the performance of a political figure in the video rather than engaging with substantive policy or immigration discourse.
Meta-Commentary
0.85
@TopengProductions
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)