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
This joker spews garbage as soon as opens his mouth
This joker spews garbage as soon as opens his mouth
Comment critiques the speaker/video content rather than engaging with immigration policy substantively.
Meta-Commentary
0.85
@saurabhkhurana2272
Mar 4, 2025
Well done deal!!! Let’s see how it works!!!
Well done deal!!! Let’s see how it works!!!
Brief reaction to the video content itself, expressing approval and anticipation for outcomes without substantive policy engagement.
Meta-Commentary
0.85
@joelamthach5812
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
Its so funny that when he stops speaking english they stop broadcasting what he is saying and start talking over him. Low class of journalists at cnn.
Its so funny that when he stops speaking english they stop broadcasting what he is saying and start talking over him. Low class of journalists at cnn.
Criticizes CNN's broadcasting choices and journalistic standards during the video, focusing on the media presentation rather than immigration policy itself.
@paulmcintyre7175
Mar 4, 2025
Shut up and let us listen to Trudeau. We can hear for ourselves.
Shut up and let us listen to Trudeau. We can hear for ourselves.
Criticizes the video's editing/presentation, asking for uninterrupted access to hear the speaker directly rather than commentary.
Meta-Commentary
0.85
@Rottingboards
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
Bustin Poopdoe
Bustin Poopdoe
Appears to be a nonsensical or mocking comment directed at the video/channel rather than substantive discourse.
Meta-Commentary
0.85
@TreePapi
Mar 4, 2025
“President Trump is being played by Putin”\n\n?????
“President Trump is being played by Putin”\n\n?????
Questions or expresses skepticism about another commenter's claim regarding Trump and Putin, engaging in meta-level discussion.
Meta-Commentary
0.85
@laz001
Mar 4, 2025
He sounds like he boutta cry?
He sounds like he boutta cry?
Observation about the speaker's emotional delivery or tone in the video.
Meta-Commentary
0.85
@TheRealKrillin
Mar 4, 2025
Fake news \nNobody believes your lies anymore
Fake news \nNobody believes your lies anymore
Dismisses the credibility of the video/channel itself by calling it 'fake news' and attacking the source rather than engaging with content.
Meta-Commentary
0.85
@matthewweaver8747
Mar 4, 2025
DAYS UNTIL TRUMP IS OUT OF OFFICE: 1414:19:20: AND COUNTING.
DAYS UNTIL TRUMP IS OUT OF OFFICE: 1414:19:20: AND COUNTING.
Comment references external political events (Trump's term) unrelated to the video content itself, functioning as off-topic meta-commentary.
Meta-Commentary
0.85
@jockstrap6
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
Who is this prick i thought he got thrown out of parliament????
Who is this prick i thought he got thrown out of parliament????
Questions the identity/credibility of the person in the video rather than engaging with immigration policy content.
Meta-Commentary
0.85
@patronsclub7380
Mar 4, 2025
Everyone in this comment section is so stupid. \n\nThis guys was supposed to step down??
Everyone in this comment section is so stupid. \n\nThis guys was supposed to step down??
Comment dismisses other commenters as stupid and questions the video's premise, focusing on the discourse itself rather than substantive immigration or policy discussion.
Meta-Commentary
0.85
@ThomasPalacio10
Mar 4, 2025
Let's see how well you do good luck.
Let's see how well you do good luck.
Comment addresses the video/channel itself, expressing interest in how well the presenter performs.
Meta-Commentary
0.85
@chrisunderhill8853
Mar 4, 2025
Trump is such a dipsh*t
Trump is such a dipsh*t
Personal insult directed at a political figure, not substantive engagement with immigration policy or the video content.
Meta-Commentary
0.85
@fallen546
Mar 4, 2025
i live in canada and i hate this girl
i live in canada and i hate this girl
Personal opinion about the video creator rather than substantive engagement with immigration or policy content.
Meta-Commentary
0.85
@4rvintv289
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
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)