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
This guy knows how to farm views on youtube 😂
This guy knows how to farm views on youtube 😂
Comments on the video creator's content strategy and motivations rather than the immigration topic itself.
Meta-Commentary
0.88
bake9637
Feb 4, 2026
God he's hot
God he's hot
Personal comment about Trump's appearance unrelated to policy or substantive discussion.
Meta-Commentary
0.88
@legohouse4819
Mar 4, 2025
At 2:55 Dead Honest ☠️
At 2:55 Dead Honest ☠️
References a specific timestamp in the video, commenting on the video content itself rather than immigration substantively.
Meta-Commentary
0.88
AnirudhSingh-gq7mp
Feb 15, 2026
Dude. Why do you keep running away right when the story gets good. You’ve already “risked your life”…. Follow through. Love the content. ❤
Dude. Why do you keep running away right when the story gets good.
You’ve already “risked your life”…. Follow through.
Love the content. ❤
Critique of the video creator's narrative pacing and editing choices, with positive feedback on content quality.
Meta-Commentary
0.88
silvermannnia
Jan 28, 2026
The helmet guy just says it, no holding back
The helmet guy just says it, no holding back
The comment references and praises a specific person in the video ('helmet guy') for their candid speaking style.
Meta-Commentary
0.88
doctorsteffe5653
Jan 29, 2026
Guy ona bike wild
Guy ona bike wild
Brief comment about a person in the video ('guy on bike') with casual approval.
Meta-Commentary
0.88
ETyree60
Jan 27, 2026
Young, intelligent, beautiful, and well-spoken
Young, intelligent, beautiful, and well-spoken
Comment appears to be praising the video subject's personal qualities rather than engaging with immigration policy content.
Meta-Commentary
0.88
@yayanyouksa5283
Mar 4, 2025
Factual, humble and courageous! Great speech
Factual, humble and courageous! Great speech
Direct praise of the video/speech content itself rather than substantive policy discussion.
Meta-Commentary
0.88
@jessicachiu2385
Mar 4, 2025
Never knew Tyler was a racist.
Never knew Tyler was a racist.
Comment about the creator's alleged racism, focused on the person rather than policy or immigration issues.
Meta-Commentary
0.88
WarMachine987
Jan 27, 2026
Did you AI that cart on the highway 😭 lowkey losing credibility
Did you AI that cart on the highway 😭 lowkey losing credibility
Commenter is critiquing the video's production quality (questioning if AI was used) and expressing skepticism about the creator's credibility.
Meta-Commentary
0.88
christophergarcia6656
Jan 29, 2026
19:39 lol. Apparently patreon won’t let him either! Hahahah
19:39 lol. Apparently patreon won’t let him either! Hahahah
References a specific timestamp in the video and makes a joke about platform restrictions, focusing on the video content itself.
stevewoodyt
Feb 26, 2026
I just wrote my test. Score 20.
I just wrote my test. Score 20.
Off-topic personal statement about a test score unrelated to immigration discussion.
Meta-Commentary
0.88
NkechiOtasowie
Oct 23, 2025
buddy on bike is unhnged
buddy on bike is unhnged
Brief comment about a person featured in the video, describing their behavior without engaging with immigration policy discourse.
Meta-Commentary
0.88
ONGKLONG
Jan 27, 2026
10:24 This isn’t anti-Americanism. The prime minister was crystal clear that the issue is with the administration, and more specifically the president.
10:24 This isn’t anti-Americanism. The prime minister was crystal clear that the issue is with the administration, and more specifically the president.
Directly addresses and clarifies a point made in the video, defending the PM's statement against potential misinterpretation.
Meta-Commentary
0.88
@senormojo
Mar 4, 2025
Couldn’t keep listening to CNN’s lousy response.
Couldn’t keep listening to CNN’s lousy response.
Criticizes the video content and CNN's response, commenting on the media presentation itself.
Meta-Commentary
0.88
@WhatIThink45
Mar 4, 2025
I need a weekly podcast from Helmet Guy.. ha holy hell that guy is a star waiting to be discovered lol
I need a weekly podcast from Helmet Guy.. ha holy hell that guy is a star waiting to be discovered lol
Comments on a person featured in the video (Helmet Guy) and expresses appreciation for their presence.
BreakawayAlberta
Jan 27, 2026
So much mention of Communism when no one here actually knows what it is
So much mention of Communism when no one here actually knows what it is
Critiques the discourse in the video/comments themselves, noting misuse of the term 'Communism' without substantive engagement with immigration policy.
Meta-Commentary
0.88
peachyphoenix7
Oct 2, 2025
Why did they block out the lady in pink she was saying some important shit and they blocked her out and didn’t continue what she was saying I feel we got blinded by some important …
Why did they block out the lady in pink she was saying some important shit and they blocked her out and didn’t continue what she was saying I feel we got blinded by some important information she was sharing what a strang interruption
Critiques the video production itself—editing choices and information suppression—rather than addressing policy.
Meta-Commentary
0.88
@mrehsavagedkm5137
Mar 4, 2025
The language spoken by translator is Hindi.
The language spoken by translator is Hindi.
Factual observation about the language used in the video itself, commenting on the translator's language choice.
Meta-Commentary
0.88
soniag4516
Jan 28, 2026
Bike guy is insane 😂
Bike guy is insane 😂
Brief comment about a person featured in the video with humorous tone, focused on the video content itself.
LazilyDiligent
Feb 26, 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)