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
I LOVE NICK FUENTES!!!!! HH!!!!
I LOVE NICK FUENTES!!!!! HH!!!!
Comment expresses enthusiasm about a public figure (Nick Fuentes) mentioned in or related to the video content, focusing on the video/channel rather than immigration policy.
Meta-Commentary
0.85
BishBag92
Jan 27, 2026
@cnn.read these comments. You are responsible for a lot of the mindless drivel. This is why you will go out of business, only the most radical follow you.
@cnn.read these comments. You are responsible for a lot of the mindless drivel. This is why you will go out of business, only the most radical follow you.
Comment criticizes CNN and the video platform itself, with an implicit call for others to reject the source.
@bucfan11
Mar 4, 2025
Bike guy is the most honest; he says it how it is.
Bike guy is the most honest; he says it how it is.
Comment references and evaluates a person in the video ('Bike guy'), making a judgment about their credibility rather than engaging with immigration policy itself.
Meta-Commentary
0.85
futurecar3144
Feb 8, 2026
I love the bike guy, he just kept it real😂
I love the bike guy, he just kept it real😂
Positive comment about a person featured in the video, expressing appreciation for their authenticity.
LifewithMelih
Feb 8, 2026
Am here because of the guy with the bike😅😅😅😅
Am here because of the guy with the bike😅😅😅😅
Comment references the video content (the guy with the bike) rather than engaging with immigration discourse.
Meta-Commentary
0.85
sultanmswahilitv4864
Feb 8, 2026
i dont have to watch this video to know you’re ignorant and someone ppl should have never platformed
i dont have to watch this video to know you’re ignorant and someone ppl should have never platformed
Comment critiques the video creator and platform rather than engaging with immigration policy substance.
Meta-Commentary
0.85
ShapelessShifter
Feb 8, 2026
CNN = Brain Cancer.
CNN = Brain Cancer.
Criticizes CNN as a media outlet, commenting on external media rather than the video or immigration topic.
Meta-Commentary
0.85
@vettevegas
Mar 4, 2025
Trump is a total dumb ass. A damn clown. A foolish Russian puppet.
Trump is a total dumb ass. A damn clown. A foolish Russian puppet.
Pure personal attack on Trump with no substantive argument; functions as commentary on a political figure rather than engagement with the video topic.
Meta-Commentary
0.85
@reginaldberry1188
Mar 4, 2025
Very dramatic
Very dramatic
Brief dismissive comment about the video content itself, characterizing it as overly dramatic.
Meta-Commentary
0.85
@rottengalaxy
Mar 4, 2025
He reminds me of Newsom.
He reminds me of Newsom.
Comment compares the video subject to another political figure (Newsom), which is commentary about the person being discussed rather than substantive engagement with immigration policy.
Meta-Commentary
0.85
@loismccann9770
Mar 4, 2025
YOU WON'T SEE THIS ON FOX NEWS PEOPLE.. BELIEVE ME.
YOU WON'T SEE THIS ON FOX NEWS PEOPLE.. BELIEVE ME.
Comment critiques media coverage (Fox News) and the video/channel itself rather than engaging with immigration policy substantively.
Meta-Commentary
0.85
@patrick-qs8gn
Mar 4, 2025
5:10. dude is based af
5:10. dude is based af
Brief comment referencing a specific timestamp and praising the video creator's stance.
Meta-Commentary
0.85
cyanyde6724
Feb 7, 2026
Hi vis guy is a real one
Hi vis guy is a real one
Comment references a person ('hi vis guy') appearing in the video, making it commentary about the video content itself.
Meta-Commentary
0.85
blakeground4512
Feb 7, 2026
Oh, you stupid boy…
Oh, you stupid boy…
A dismissive insult directed at another commenter or the video subject, commenting on their intelligence rather than substantive content.
Meta-Commentary
0.85
@Unclerad7777
Mar 4, 2025
8:22 LITERAL CHAD😂
8:22 LITERAL CHAD😂
References a specific timestamp in the video and comments on a person's behavior shown in it, with casual approval.
Meta-Commentary
0.85
josevinod1727
Feb 6, 2026
guy on the bike is based..
guy on the bike is based..
Brief approval of a person shown in the video using slang term 'based,' commenting on their behavior.
Meta-Commentary
0.85
marvelharris9540
Feb 6, 2026
11:04 illegal left turn
11:04 illegal left turn
Timestamps a specific moment in the video, commenting on a traffic violation observed in the footage.
Meta-Commentary
0.85
MrRraannddoo
Feb 7, 2026
watched until freecash plug. we all gotta make money but come on bro. this is NOT jonny D lugnuts approved. over and out.
watched until freecash plug. we all gotta make money but come on bro. this is NOT jonny D lugnuts approved. over and out.
Critiques the video content itself, specifically calling out a sponsorship plug and referencing another creator's approval standards.
Meta-Commentary
0.85
JonnyDLugnuts
Feb 7, 2026
Good job 👏🏻
Good job 👏🏻
A brief approval comment directed at the video creator or content, with no substantive claim about immigration policy.
Meta-Commentary
0.85
Sorbejarano
Feb 6, 2026
IN BRAMPTON? YO TYLER GETTING TOO LOCAL.......
IN BRAMPTON? YO TYLER GETTING TOO LOCAL.......
The commenter is reacting to the video's local reference (Brampton) and mentioning a content creator (Tyler) rather than discussing immigration.
Meta-Commentary
0.85
crazyintern
Feb 4, 2026
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)