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
Talk to trump don’t talk to me !!
Talk to trump don’t talk to me !!
Dismissive comment directed at the speaker/video, telling them to address someone else instead.
Meta-Commentary
0.80
@nickd3402
Mar 4, 2025
Why is this MORON still there, I heard he was stepping Down!!
Why is this MORON still there, I heard he was stepping Down!!
Expresses personal criticism of the speaker and references rumors about their status.
Meta-Commentary
0.80
@jackcollier929
Mar 4, 2025
This man speaks so fluently it’s crazy….
This man speaks so fluently it’s crazy….
Comment about the speaker's rhetorical abilities and delivery style, focused on the video subject rather than substantive policy.
Meta-Commentary
0.80
@paperlord2674
Mar 4, 2025
It's about fair-trade Bozo's. CNN is so stupid!
It's about fair-trade Bozo's. CNN is so stupid!
Dismissive critique of CNN's intelligence combined with name-calling, primarily targeting the media outlet.
@samwestover9953
Mar 4, 2025
No one annoys Trump more than Trudeau
No one annoys Trump more than Trudeau
Observational comment about the relationship between Trump and Trudeau, focused on their personal dynamic rather than substantive policy.
Meta-Commentary
0.80
@njah85
Mar 4, 2025
CORRECTION PRIME MINISTER, GREAT SPEACH, BUT ONE ERROR. TRUMP IS NOT SMART. HE'S A HORSES ASS
CORRECTION PRIME MINISTER, GREAT SPEACH, BUT ONE ERROR. TRUMP IS NOT SMART. HE'S A HORSES ASS
Commenter praises the speech while adding insulting commentary about a third party, mixing approval with satirical critique.
@dont4450
Mar 4, 2025
This dude is scared, like real scared.
This dude is scared, like real scared.
Observation about the speaker's emotional state and demeanor in the video.
Meta-Commentary
0.80
@keithvacca
Mar 4, 2025
Wolf: “Americans are too dumb to listen to French so let’s blabber over the second half of the speech and repeat exactly what the PM said.”
Wolf: “Americans are too dumb to listen to French so let’s blabber over the second half of the speech and repeat exactly what the PM said.”
Critiques the video host's editorial choices and commentary style rather than the underlying content.
@campbellschickennoodlesoup
Mar 4, 2025
Apparently, this guy didn't get the complete message...
Apparently, this guy didn't get the complete message...
Critiques the video content or speaker's message comprehension without engaging substantively with immigration discourse.
Meta-Commentary
0.80
@TEMC8888
Mar 4, 2025
His address to congress tonight is going to be another ? show. ?.
His address to congress tonight is going to be another ? show. ?.
Expresses skepticism about an upcoming congressional address, commenting on the event itself rather than substantive policy.
Meta-Commentary
0.80
@SMOOVKILL1
Mar 4, 2025
The only person upset about this is you Justin
The only person upset about this is you Justin
Dismissive comment directed at the video creator or commenter rather than engaging with substantive content.
Meta-Commentary
0.80
@travisphifer5202
Mar 4, 2025
Who gives 2 ?'s, what Justin Trudeau thinks ?
Who gives 2 ?'s, what Justin Trudeau thinks ?
Dismissive rhetorical question about Trudeau's relevance, functioning as commentary on political discourse rather than substantive policy engagement.
Meta-Commentary
0.80
@dragnbass2793
Mar 4, 2025
What happened to CNN talking about Canada like they’re the ones being the bad guy?? I feel like I’m watching Fox instead of CNN
What happened to CNN talking about Canada like they’re the ones being the bad guy?? I feel like I’m watching Fox instead of CNN
Critiques media coverage (CNN vs Fox) and framing of the Canada narrative in the video/news.
Meta-Commentary
0.80
@RobinFleischaker
Mar 4, 2025
Got mentioned by JimmyTheGiant yet again in a community post. Guaranteed gonna be mentioned by him yet again here.😂
Got mentioned by JimmyTheGiant yet again in a community post. Guaranteed gonna be mentioned by him yet again here.😂
Comment references another YouTuber's promotion of this content and predicts future cross-promotion, discussing the YouTube ecosystem.
Meta-Commentary
0.80
TheRavenLord1
Jan 27, 2026
Mental country mental politics
Mental country mental politics
Dismissive commentary about the state of the country and politics generally, functioning as meta-critique rather than substantive argument.
Meta-Commentary
0.80
sothilingamnagalingam5416
Aug 26, 2025
Omg, Wolf has deteriorated into a mumbling idiot
Omg, Wolf has deteriorated into a mumbling idiot
Personal attack on Wolf Blitzer's appearance/competence, directed at the media figure rather than policy.
Meta-Commentary
0.80
@atypicalmotorcycle752
Mar 4, 2025
you do realize nobody cares about Canada
you do realize nobody cares about Canada
Dismissive comment about Canada's relevance, directed at the broader discourse rather than immigration policy itself.
Meta-Commentary
0.80
@sarelsnyman2040
Mar 4, 2025
I'm irritated. Re Trudeau's speech this morning, I want to comment on it. I want to say that I'm not a Trudeau fan, but his response to Trump this morning was excellent and I'm impressed. …
I'm irritated. Re Trudeau's speech this morning, I want to comment on it. I want to say that I'm not a Trudeau fan, but his response to Trump this morning was excellent and I'm impressed. However... EVERY damn CBC YouTube page has comments turned off. WTF?
Primarily comments on YouTube platform (disabled comments on CBC pages) while sharing personal political opinion.
@unholycheeseburger
Mar 4, 2025
I've never seen a guy so over it yet so accepting of his racism and being alright with it on camera 😂 what an aura
I've never seen a guy so over it yet so accepting of his racism and being alright with it on camera 😂 what an aura
Critiques the video subject's on-camera demeanor and attitude toward racism using ironic commentary.
ryanrivers1259
Jan 27, 2026
They're working at Tim Hortons
They're working at Tim Hortons
Brief observational comment about immigrant employment without substantive analysis.
Meta-Commentary
0.80
IDFA82
Sep 28, 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)