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
Nobody cares what Trudeau thinks.
Nobody cares what Trudeau thinks.
Dismissive statement about Trudeau's relevance, functioning as a meta-commentary on political discourse rather than substantive argument.
Meta-Commentary
0.90
@ronaldpatton5906
Mar 4, 2025
4:55 10000% right !
4:55 10000% right !
Commenter references a specific timestamp in the video and agrees with a point made, indicating engagement with video content.
Meta-Commentary
0.90
RizinSun
Jan 27, 2026
respect to this guy 2:00
respect to this guy 2:00
Brief comment about the video content itself, referencing a specific timestamp and expressing approval of the subject.
Meta-Commentary
0.90
smol9832
Jan 27, 2026
???????3 Clown ..................
???????3 Clown ..................
Brief dismissive comment about a person or topic, likely referring to the video subject or commenter.
Meta-Commentary
0.90
@patriotdarktolight1780
Mar 4, 2025
"Oh I can't be honest, I work for the city"
"Oh I can't be honest, I work for the city"
Comment references a quote from the video, appearing to critique or react to a statement made by someone in the video.
Meta-Commentary
0.90
kingofopossums
Jan 27, 2026
I'm not even Nativ in Englisch ,but he is brillant
I'm not even Nativ in Englisch ,but he is brillant
Comments on the speaker's intelligence and credibility, addressing the video content and presenter rather than the topic itself.
Meta-Commentary
0.90
@benjaminreicherzer4704
Mar 5, 2025
im glad someone is covering this
im glad someone is covering this
Brief comment about the video content itself, expressing approval of the coverage.
Meta-Commentary
0.90
colemap6236
Jan 27, 2026
5:20 100% based and correct.
5:20 100% based and correct.
References a specific timestamp in the video and expresses agreement with content, focusing on the video itself rather than substantive policy discussion.
Meta-Commentary
0.90
MemesAhoy32
Jan 27, 2026
polish guy was spitting facts
polish guy was spitting facts
Brief reference to another commenter's argument without substantive engagement, commenting on the discussion itself.
Meta-Commentary
0.90
slcmt2
Jan 17, 2026
Dude with the bike is my spirit animal
Dude with the bike is my spirit animal
References and endorses a specific person featured in the video content.
Meta-Commentary
0.90
mike-2342
Jan 27, 2026
?????????????????????????
?????????????????????????
The string of question marks appears to be meta-commentary expressing confusion or skepticism about the video content itself.
Meta-Commentary
0.90
@midasmusicco.5192
Mar 4, 2025
lol 60 yrs ago and showing year 2000's
lol 60 yrs ago and showing year 2000's
Criticism of the video's presentation, noting a temporal inconsistency between the claimed timeframe and shown footage.
Meta-Commentary
0.90
doucefrance5481
Oct 23, 2025
Jason is perfect and wonderful… Just ask him
Jason is perfect and wonderful… Just ask him
Sarcastic comment about the video subject (Jason/Carney), using irony to critique rather than engage substantively with policy.
Meta-Commentary
0.90
donboulet8818
Feb 17, 2026
7:29 that was a SHIA muslim
7:29 that was a SHIA muslim
References a specific timestamp in the video to correct or clarify a detail about religious identity shown.
Meta-Commentary
0.90
Rmkhan2001
Oct 11, 2025
Now THAT is a leader.
Now THAT is a leader.
A brief evaluative comment about the speaker/video content rather than substantive policy discussion.
Meta-Commentary
0.90
@wealthiswithin
Mar 4, 2025
very smart guy? who are you kidding? stop suckling on that sphincter, please
very smart guy? who are you kidding? stop suckling on that sphincter, please
Dismissive comment about the speaker's intelligence and credibility rather than engaging with substantive content.
Meta-Commentary
0.90
@darealpython
Mar 4, 2025
This guy is dvmb 😂 5:15
This guy is dvmb 😂 5:15
Dismissive comment about the video creator's intelligence, referencing a specific timestamp in the video.
Meta-Commentary
0.90
Thatsrealtem
Jan 27, 2026
The guy on the bike is a chump!
The guy on the bike is a chump!
Makes a personal judgment about someone featured in the video without substantive engagement with immigration topics.
Meta-Commentary
0.90
dubbschultz1
Jan 27, 2026
So many followers commenting on what a strong leader looks like. Sit down. You couldn't lead a ? out of your own ass. Don't speak on what you don't know.
So many followers commenting on what a strong leader looks like. Sit down. You couldn't lead a ? out of your own ass. Don't speak on what you don't know.
Dismissive comment directed at other commenters' credibility and knowledge, critiquing the discourse itself rather than the topic.
Meta-Commentary
0.90
@xakk00
Mar 4, 2025
Love that he referred to him simply as 'donald'.
Love that he referred to him simply as 'donald'.
Comment about the video creator's rhetorical choice to refer to Trump informally by first name.
Meta-Commentary
0.90
@garretrizpecker9671
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)