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
Paula Newton sounds so biased against America.
Paula Newton sounds so biased against America.
Critiques the news presenter's bias rather than engaging with immigration or policy content.
Meta-Commentary
0.90
@flyingartgirls1
Mar 4, 2025
Why did you all cut in during his soeech? What the …?!?
Why did you all cut in during his soeech? What the …?!?
Critiques the video production itself, questioning why speakers were interrupted during the speech.
Meta-Commentary
0.90
@dajatotu
Mar 4, 2025
I wanna talk shit with the bike guy, he seems fun!
I wanna talk shit with the bike guy, he seems fun!
Comment references a person in the video ('the bike guy') and expresses a desire to interact with them, focusing on the video content itself.
Meta-Commentary
0.90
Penelopeloveschicken
Jan 28, 2026
Great speech interrupted by some talking heads, why?
Great speech interrupted by some talking heads, why?
Critique of the video production quality and editorial choices rather than substantive policy discussion.
Meta-Commentary
0.90
@jeffro7856
Mar 4, 2025
A monkey for a god.
A monkey for a god.
Brief dismissive comment about video content (a deity reference), not substantive immigration discourse.
Meta-Commentary
0.90
RattyHall
Jan 29, 2026
Say what you will about him, but this is Justin's finest hour.
Say what you will about him, but this is Justin's finest hour.
Comment evaluates the performance of a political figure (Justin) in the video context rather than discussing immigration policy.
Meta-Commentary
0.90
@Snakeoil1000
Mar 4, 2025
I hate you liberals
I hate you liberals
Brief partisan attack on political opponents rather than substantive engagement with immigration topic.
Meta-Commentary
0.90
XyxxxE
Jan 29, 2026
Another spicy documentary from Tyler Oliveira! Haha
Another spicy documentary from Tyler Oliveira! Haha
Direct comment about the video creator and channel, praising the documentary style and tone.
Meta-Commentary
0.90
Mach5Johnny
Jan 27, 2026
It’s only me who can’t hear this guy ?
It’s only me who can’t hear this guy ?
Technical complaint about video audio quality, commenting on the video itself rather than its content.
Meta-Commentary
0.90
@akakiiakakievich9580
Mar 4, 2025
I love that guy on the bike he's honest 😭😭😭 😂😂😂
I love that guy on the bike he's honest 😭😭😭 😂😂😂
Comment expresses approval of a person featured in the video, focusing on the video content and participants rather than immigration discourse.
Meta-Commentary
0.90
chrisbaker7461
Jan 27, 2026
Tyler - Do something original for once - great production but c'mon think of something new not just what everyone else has already done.
Tyler - Do something original for once - great production but c'mon think of something new not just what everyone else has already done.
Critique of the creator's originality and production approach rather than immigration topic.
Meta-Commentary
0.90
aerialmarketing5399
Jan 29, 2026
This shi was boring ngl
This shi was boring ngl
Direct criticism of the video content itself as boring; commentary on the video quality.
Meta-Commentary
0.90
WeGotAction-p6m
Jan 27, 2026
Audio track in Hindi
Audio track in Hindi
Comment about the video's audio track rather than its content.
Meta-Commentary
0.90
badalnade9306
Jan 29, 2026
Wow...Vassi will argue the sky is pink if the Conservatives say it's blue...
Wow...Vassi will argue the sky is pink if the Conservatives say it's blue...
Comments on another commenter's (Vassi's) argumentative behavior and bias rather than the immigration topic itself.
Meta-Commentary
0.90
kosmosthegreek
Feb 24, 2026
Bike guy is the KING OF BASED! Hero!
Bike guy is the KING OF BASED! Hero!
Comment about another commenter ('Bike guy') and their perceived status/ideology rather than substantive immigration discussion.
Meta-Commentary
0.90
paolom.6011
Jan 29, 2026
i agree to all you said
i agree to all you said
Generic agreement with the video content without substantive engagement with immigration topics.
Meta-Commentary
0.90
@cynthialillis9042
Mar 4, 2025
FDT song by YG 2016
FDT song by YG 2016
References a song title unrelated to the video content, appearing as off-topic commentary.
Meta-Commentary
0.90
@webdubois4142
Mar 4, 2025
Still waiting for the blistering speech ?
Still waiting for the blistering speech ?
Commenter critiques the video content itself, questioning whether a promised 'blistering speech' was delivered.
Meta-Commentary
0.90
@Tom0000
Mar 4, 2025
Why is she always smirking.
Why is she always smirking.
Comment about the video subject's demeanor rather than substantive policy or immigration discussion.
Meta-Commentary
0.90
@atwork3991
Mar 4, 2025
Prime Minister Trudeau, well spoken and eloquantly put.
Prime Minister Trudeau, well spoken and eloquantly put.
Comment praising the Prime Minister's speaking style and presentation in the video.
Meta-Commentary
0.90
@christopherwest7689
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)