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
The guy on the bike is beyond retarded
The guy on the bike is beyond retarded
Commenter makes a derogatory judgment about a person featured in the video, critiquing their credibility or argument.
Meta-Commentary
0.90
NKdash7
Jan 27, 2026
Ladyin black in big trouble.
Ladyin black in big trouble.
Brief comment referencing a person visible in the video rather than engaging with immigration discourse.
Meta-Commentary
0.90
pilita9899
Sep 29, 2025
That guy with the hi vis jacket is amazing, everything he said was 100% true
That guy with the hi vis jacket is amazing, everything he said was 100% true
Comment about another person in the video and their statements rather than engaging with the topic directly.
Meta-Commentary
0.90
Anglo_Pigeon
Jan 27, 2026
6:06 That's remarkable
6:06 That's remarkable
Comment about a specific moment in the video itself, noting a timestamp and reaction to video content.
Meta-Commentary
0.90
@Seeker-n2n
Mar 4, 2025
Amazing that you can't shut up so we can hear everything he is saying.
Amazing that you can't shut up so we can hear everything he is saying.
Complaint about the video/speaker's behavior rather than substantive content discussion.
Meta-Commentary
0.90
@NathanielKraft
Mar 4, 2025
I no longer watch CNN. Ever since Jim Acosta was forced to resign.
I no longer watch CNN. Ever since Jim Acosta was forced to resign.
Comment about media consumption and CNN, unrelated to the video's immigration topic; purely meta-commentary on news sources.
Meta-Commentary
0.90
@mikerico5568
Mar 4, 2025
Not here to watch or give trudeaoaia any of my real time. Just amazed people still do
Not here to watch or give trudeaoaia any of my real time. Just amazed people still do
Comments on the video itself and viewer behavior, expressing disinterest in watching content about Trudeau.
Meta-Commentary
0.90
@joshuaames9645
Mar 4, 2025
Wow awesome speech
Wow awesome speech
Generic praise of the speech with no substantive policy or immigration content.
Meta-Commentary
0.90
@BarryCopp
Mar 4, 2025
Thanks tips, where have you been for the past couple of years?
Thanks tips, where have you been for the past couple of years?
Sarcastic comment directed at the video creator or subject, questioning their absence or relevance during recent events.
Meta-Commentary
0.90
bobmatt1966
Jan 19, 2026
He's really a handsome man
He's really a handsome man
Personal observation about the video subject's appearance, unrelated to substantive policy discussion.
Meta-Commentary
0.90
@nelson466
Mar 4, 2025
well said, Mr. Trudeau
well said, Mr. Trudeau
Brief affirmation of the video speaker's statements, commenting on the content rather than engaging substantively with policy.
Meta-Commentary
0.90
@wendyhickey9699
Mar 4, 2025
This seems like far to important a subject for global to be covering, must be a slow fluff news day, no rabbits with its head caught in a fence?
This seems like far to important a subject for global to be covering, must be a slow fluff news day, no rabbits with its head caught in a fence?
Comment criticizes the news outlet's editorial choice to cover this topic, questioning its newsworthiness relative to other stories.
Meta-Commentary
0.90
@vinrico6704
Feb 19, 2026
Very well said.
Very well said.
Generic agreement with previous comment without substantive content, meta-engagement with the discussion itself.
Meta-Commentary
0.90
@ManlyPHall-ce8dc
Mar 4, 2025
Cnn reaching.. get the hell outta here cnn go to Canada
Cnn reaching.. get the hell outta here cnn go to Canada
Comment criticizes CNN and the video source rather than engaging with immigration content.
Meta-Commentary
0.90
@UFO-TECH
Mar 4, 2025
You should have heard what that Canadian lady said
You should have heard what that Canadian lady said
Vague reference to another interviewee's statement without elaboration; purely meta-commentary about video content.
Meta-Commentary
0.90
abalu5547
Oct 1, 2025
Bro actually called them the 51st state on the intro ???
Bro actually called them the 51st state on the intro ???
Comment about the video's intro content and what was said in it, not about immigration policy itself.
Meta-Commentary
0.90
@KumaBones
Mar 4, 2025
4:52 i like this guy, spittings facts
4:52 i like this guy, spittings facts
Direct engagement with video content at a specific timestamp, expressing approval of the speaker's statements.
Meta-Commentary
0.90
DarkAge69
Jan 27, 2026
Alot of sheep in this comment section.
Alot of sheep in this comment section.
Commenter dismisses other commenters as 'sheep,' making a meta-level judgment about the comment section rather than engaging with substantive content.
Meta-Commentary
0.90
@jtmcm9
Mar 4, 2025
Strong Language? Get a grip CNN
Strong Language? Get a grip CNN
Criticizes CNN's editorial framing/language choices rather than engaging with immigration or policy substance.
Meta-Commentary
0.90
@christianwagner9790
Mar 4, 2025
CNN is too funny.\nSo fake
CNN is too funny.\nSo fake
Comment about CNN's credibility and content quality, critiquing the media source rather than engaging with substantive policy.
Meta-Commentary
0.90
@srgtkankles
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)