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
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Meta-Commentary
3,846 comments
TV news media channels to stop being over analytical about this. Just cut to the chase and say what this really is and what it really means. To many people still dont understand the underlying …
TV news media channels to stop being over analytical about this. Just cut to the chase and say what this really is and what it really means. To many people still dont understand the underlying point/situation.
Critiques media coverage approach and calls for clearer communication, functioning as meta-commentary about how the issue is being presented.
@RichbergEnt
Mar 4, 2025
Stop bringing up Russia !
Stop bringing up Russia !
Criticism of the video or discussion itself for repeatedly bringing up Russia as a topic.
Meta-Commentary
0.80
@SeeHer6969
Mar 4, 2025
So this did 2 million in 3 hours? Wow man
So this did 2 million in 3 hours? Wow man
Comment about the video's performance metrics (view count), not about immigration policy itself.
Meta-Commentary
0.80
@arjunmustaine1761
Mar 4, 2025
I was unable to paste my comment because it was not in support of Trudeau... censored??
I was unable to paste my comment because it was not in support of Trudeau... censored??
Comments on YouTube's moderation practices and alleged censorship of anti-Trudeau content.
@2coolartsmusicmom572
Mar 4, 2025
Lot of CNN bots ? on here !
Lot of CNN bots ? on here !
Comments on the nature of other commenters (calling them 'CNN bots'), critiquing the comment section itself.
Meta-Commentary
0.80
@Wingspans84
Mar 4, 2025
The liberal bots have taken over this feed ?
The liberal bots have taken over this feed ?
Commentary about the comment section itself and alleged coordinated activity by political supporters.
@Bandit1one
Mar 4, 2025
Hey,\n\nI haven't watched this propaganda channel in a while.\n\nStill the same bs the soros ngo pushes?\n\nBest,
Hey,\n\nI haven't watched this propaganda channel in a while.\n\nStill the same bs the soros ngo pushes?\n\nBest,
Dismisses the channel as propaganda and makes vague unsubstantiated claims about Soros-affiliated NGOs.
@DenisHelps
Mar 4, 2025
I forgot what an eloquent politician sounds like
I forgot what an eloquent politician sounds like
Evaluative comment about the speaker's rhetorical qualities, expressing appreciation for eloquent political speech.
Meta-Commentary
0.80
@JonathanDavisREP
Mar 4, 2025
Was reading these Comments wondering how everyone was siding with countries that don’t put America first. Then I seen I was watching a video by fakeNN. Makes sense.
Was reading these Comments wondering how everyone was siding with countries that don’t put America first. Then I seen I was watching a video by fakeNN. Makes sense.
Comments on the video source and channel credibility while expressing skepticism about other commenters' positions, primarily critiquing the media outlet.
@daguerrodarko1329
Mar 4, 2025
No one believes cnn ?
No one believes cnn ?
Comment dismisses the credibility of CNN as a news source, critiquing the media outlet rather than the immigration topic.
Meta-Commentary
0.80
@UnfoldU
Mar 4, 2025
Bull shit canada
Bull shit canada
Brief dismissive comment about Canada/the video without substantive policy engagement; functions as reaction to content.
Meta-Commentary
0.80
@BillieFitzgerald-gr5tj
Mar 4, 2025
Big things ?, he just used his own vocabulary.
Big things ?, he just used his own vocabulary.
Comment critiquing the speaker's language or communication style rather than engaging with substantive content.
Meta-Commentary
0.80
@hormozkeshavarzi9658
Mar 4, 2025
Sounds like a Harris surrogate
Sounds like a Harris surrogate
Comment about the video content and its perceived political alignment rather than substantive engagement.
Meta-Commentary
0.80
@jm_1214
Mar 4, 2025
He is just full of shite.
He is just full of shite.
Dismissive comment about the speaker's credibility or character, likely referring to the video subject.
Meta-Commentary
0.80
@GolfMissouri
Mar 4, 2025
I can't believe the hosts criticize Trudeau among the lines when they have Trump as president lol
I can't believe the hosts criticize Trudeau among the lines when they have Trump as president lol
Critiques the video hosts' framing while making a comparative point about Trump vs. Trudeau.
@emanuele2014
Mar 4, 2025
Could never think of a moment after 2020 where i would agree with this guy. ?
Could never think of a moment after 2020 where i would agree with this guy. ?
Commenter expresses disagreement with a political figure mentioned in the video, reflecting on their own changing views over time.
Meta-Commentary
0.80
@dopeschool
Mar 4, 2025
I listen right up to the point that the commentators decide they can't shut up and let Trudeau speak for himself. CNN....shut the fck up!!!
I listen right up to the point that the commentators decide they can't shut up and let Trudeau speak for himself. CNN....shut the fck up!!!
Criticizes the video/commentators' behavior and urges them to stop interrupting, focusing on media critique.
@jeffmorgan5152
Mar 4, 2025
He said tRump was a smart guy?
He said tRump was a smart guy?
Questions what was said in the video, focusing on the speaker's characterization of Trump rather than substantive policy discussion.
Meta-Commentary
0.80
@kevinstrong8265
Mar 4, 2025
wow, 21 mins and zero comments on why this is happening. It's not Canada's fault, CNN. Grow a pair.
wow, 21 mins and zero comments on why this is happening. It's not Canada's fault, CNN. Grow a pair.
Criticizes the video/channel (CNN) for lack of coverage while deflecting blame from Canada, primarily commenting on media framing.
@colodius
Mar 4, 2025
Nobody cares what that peter-puffer says..
Nobody cares what that peter-puffer says..
Dismissive comment about the video subject's credibility rather than substantive immigration discourse.
Meta-Commentary
0.80
@brandonmatthews2076
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)