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
This is how a president speaks.
This is how a president speaks.
Comment evaluates the video content (how 'a president speaks') rather than engaging with immigration policy itself.
Meta-Commentary
0.85
@alexreinert9330
Mar 4, 2025
Really CNN. Why interrupt Trudeau during the French portion of the speech!! Connards!
Really CNN. Why interrupt Trudeau during the French portion of the speech!! Connards!
Comment criticizes CNN's editorial decision to interrupt during the French portion, focusing on the video/broadcast itself rather than immigration policy.
Meta-Commentary
0.85
@passais
Mar 4, 2025
Yeah that's true ????
Yeah that's true ????
Brief affirmation of the video content with emoji, functioning as engagement with the video itself rather than substantive discourse.
Meta-Commentary
0.85
@enriquebaena8222
Mar 4, 2025
This is actually good for Trudeau, he actually looks in charge, I am very surprised.
This is actually good for Trudeau, he actually looks in charge, I am very surprised.
Evaluates how a political figure appears in the video content rather than discussing immigration policy substantively.
Meta-Commentary
0.85
@ShepardComN7
Mar 4, 2025
Since Trudeau announced he would step down, it seems like he's become much more grounded and pragmatic.
Since Trudeau announced he would step down, it seems like he's become much more grounded and pragmatic.
Observational comment about Trudeau's recent behavior change following his resignation announcement, not directly about immigration policy.
Meta-Commentary
0.85
@user-fdb4gu7mj98fd
Mar 4, 2025
How refreshing
How refreshing
Minimal comment expressing approval of the video's content or approach.
Meta-Commentary
0.85
@Max2nice
Mar 4, 2025
Such an elegant man!
Such an elegant man!
Comment expresses a personal aesthetic judgment about the video subject rather than engaging with substantive content.
Meta-Commentary
0.85
@mcmircaba
Mar 4, 2025
I didnt vote for the orange dimwit
I didnt vote for the orange dimwit
Personal statement about voting behavior, commenting on political preference rather than substantive policy or immigration discourse.
Meta-Commentary
0.85
@dramona44
Mar 4, 2025
Trade War: a situation in which two or more countries raise import taxes and quotas (= limits on numbers of goods) to try to protect their own economies. From Cambridge Dictionary
Trade War: a situation in which two or more countries raise import taxes and quotas (= limits on numbers of goods) to try to protect their own economies. From Cambridge Dictionary
Provides a dictionary definition of trade war, likely clarifying terminology for other commenters.
Meta-Commentary
0.85
@extrabutter9667
Mar 4, 2025
This dude is a little shaky
This dude is a little shaky
Personal observation about the speaker's demeanor or presentation rather than substantive policy discussion.
Meta-Commentary
0.85
@jasonchase5401
Mar 4, 2025
Dude we know already, I voted for the black chick ?
Dude we know already, I voted for the black chick ?
Dismissive comment about the video's content being repetitive and mentions personal voting behavior.
Meta-Commentary
0.85
@juicywonton666
Mar 4, 2025
I’m sure these two have a direct line of communication. Why address each other in this manner?
I’m sure these two have a direct line of communication. Why address each other in this manner?
Comment questions the format and communication style of the video itself rather than engaging with immigration or policy content.
Meta-Commentary
0.85
@Backtothehat
Mar 4, 2025
Great speech!
Great speech!
Brief positive reaction to the video/speaker without substantive policy or immigration discussion.
Meta-Commentary
0.85
@EgbertSchelhaas
Mar 4, 2025
It completely baffles me to hear such filth and ignorance coming from so many Americans commenting here. It has to be Russian bots right?!?
It completely baffles me to hear such filth and ignorance coming from so many Americans commenting here. It has to be Russian bots right?!?
Comment critiques other commenters and the video's comment section, with a dismissive framing of 'Americans' as a group.
@johngraham7
Mar 4, 2025
Governor Trudeau ??
Governor Trudeau ??
Questions Trudeau's title/role, likely commenting on the video's framing or context rather than substantive policy.
Meta-Commentary
0.85
@kacaku
Mar 4, 2025
Who’s that on left? Looks like sister of Georgia Melloni
Who’s that on left? Looks like sister of Georgia Melloni
Off-topic observation about a person's appearance in the video, unrelated to the substantive content.
Meta-Commentary
0.85
@rahulbhargave25
Mar 4, 2025
Their English sound so nice through the ears.
Their English sound so nice through the ears.
Comment about the video content itself, specifically praising the speakers' accents/presentation.
Meta-Commentary
0.85
@reginejeanty788
Mar 4, 2025
You propel are dorks
You propel are dorks
Generic insult directed at commenters or video participants rather than substantive engagement with the topic.
Meta-Commentary
0.85
@alfonsoalicea2781
Mar 4, 2025
No shouting no bullying no lying. Just intelligent speaking.
No shouting no bullying no lying. Just intelligent speaking.
Comments on the style and tone of communication in the video itself rather than addressing immigration policy substantively.
Meta-Commentary
0.85
@poetryforever4438
Mar 4, 2025
Shut up CNN. Let a real president (Prime Minister) speak. Your commentary is insignificant and irrelevant.\n\nThank you Mr. Trudeau.\n\n- An ashamed US citizen
Shut up CNN. Let a real president (Prime Minister) speak. Your commentary is insignificant and irrelevant.\n\nThank you Mr. Trudeau.\n\n- An ashamed US citizen
Primarily critiques CNN's role in the video/commentary while asserting identity as a US citizen expressing shame, mixing meta-commentary about the media with identity positioning.
@richierey6904
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)