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
If you can be a devotee of a devotee, can you be a devotee of a devotee of a devotee?
If you can be a devotee of a devotee, can you be a devotee of a devotee of a devotee?
Off-topic philosophical question unrelated to the video content, appears to be commentary on the discussion itself rather than immigration.
Meta-Commentary
0.75
mohammadbinmahbub9160
Jan 28, 2026
WELL DONE PRESIDENT TRUMP.....
WELL DONE PRESIDENT TRUMP.....
Brief approval statement directed at Trump, functioning as commentary on the video's subject rather than substantive discourse.
Meta-Commentary
0.75
@Kevin-ut7jx
Mar 4, 2025
Like how the British were to India, 100 years ago, Tyler is the same on YouTube. A Parasitic Leech.
Like how the British were to India, 100 years ago, Tyler is the same on YouTube. A Parasitic Leech.
Compares the video creator to a historical figure in a critical, sarcastic manner directed at the content creator rather than immigration policy.
cosmic._.turtle
Jan 27, 2026
Propaganda CNN just loves this crap
Propaganda CNN just loves this crap
Dismisses the video/media source as propaganda without substantive argument, primarily commenting on the media outlet.
@bullfrog2917
Mar 4, 2025
U lost me when you said usa " greatest country on earth " bs
U lost me when you said usa " greatest country on earth " bs
Critiques the video's framing by disagreeing with a statement made in it about the USA.
chrisgriffith5520
Jan 28, 2026
We just found the most based Canadian ive seen in years
We just found the most based Canadian ive seen in years
Comments on another commenter's position using slang ('based'), primarily engaging with the discourse rather than the topic itself.
Whale_God
Jan 28, 2026
Wow. So many problems with this video. Never come to my city again trying to spin this narrative.
Wow. So many problems with this video. Never come to my city again trying to spin this narrative.
Commenter criticizes the video's narrative framing and accuses the creator of spreading a particular spin, focusing on the video itself rather than substantive policy analysis.
Spitty95
Jan 28, 2026
The bike guy speaking facts!
The bike guy speaking facts!
Comment references and endorses a speaker in the video without substantive argument.
Meta-Commentary
0.75
RAJohnson713
Jan 28, 2026
4:34 fuck you piggy
4:34 fuck you piggy
Hostile comment directed at someone in the video, referencing a specific timestamp.
Meta-Commentary
0.75
Blessed831
Jan 28, 2026
Excellent reporting. I was beginning to worry that your average American was all for this madness. AND wonder if Putin has some sort of hold or is blackmailing Trump….
Excellent reporting. I was beginning to worry that your average American was all for this madness. AND wonder if Putin has some sort of hold or is blackmailing Trump….
Praises the reporting and expresses relief about public opinion, while speculating without evidence about Putin's influence over Trump.
@evabrunson8413
Mar 4, 2025
Вы пытаетесь наебать ежа голой жопой.
Вы пытаетесь наебать ежа голой жопой.
Comment in Russian appears to be nonsensical or off-topic, functioning as meta-commentary or spam rather than substantive immigration discourse.
Meta-Commentary
0.75
BinyaminLeman
Jan 28, 2026
Alot of war lovers on here today
Alot of war lovers on here today
Observation about the tone and content of other commenters in the thread rather than substantive engagement with the topic.
Meta-Commentary
0.75
@StuartPacitto-vk1xz
Mar 4, 2025
You bloody bastard
You bloody bastard
Insult directed at another commenter or the video creator, functioning as meta-level engagement rather than substantive discourse.
Meta-Commentary
0.75
AradhyMishra-z9k
Feb 3, 2026
What about the invasion of the whiteman! Racist ass Tyler
What about the invasion of the whiteman! Racist ass Tyler
Brief comment addressing the video creator ('Tyler') with a counter-argument about historical colonialism, functioning as both meta-commentary and moral critique.
MrGeorgehustles
Jan 27, 2026
CNN is through.....enjoy your last paychecks. TARDS
CNN is through.....enjoy your last paychecks. TARDS
Brief dismissive comment about CNN's credibility using crude language, functioning as meta-commentary on media rather than substantive discourse.
@AdamHolmes-k5x
Mar 4, 2025
Do not redeem!
Do not redeem!
Cryptic comment about the video content itself, likely referring to video authenticity or recommendation.
Meta-Commentary
0.75
donaldodiaz4012
Jan 27, 2026
Notice how much he has to flatter Trump. He knows that the way to get an idea into Trump's head is through his ego.
Notice how much he has to flatter Trump. He knows that the way to get an idea into Trump's head is through his ego.
Commentary on the video content and Trudeau's rhetorical strategy toward Trump, analyzing the speaker's approach rather than discussing policy.
Meta-Commentary
0.75
@modularcuriosity
Mar 4, 2025
Oh it's bad for them...
Oh it's bad for them...
Brief comment responding to video content without substantive argument, appears to reference a specific video segment.
Meta-Commentary
0.75
alexhaxan
Jan 27, 2026
As part of the 48.3 percent who did not vote this administration in, please phrase “the American Administration” vs America.
As part of the 48.3 percent who did not vote this administration in, please phrase “the American Administration” vs America.
Commenter is critiquing how the video frames 'the American Administration' and asserting their non-support for it, mixing meta-commentary about framing with identity positioning.
@DrSuccessTM
Mar 4, 2025
I like bike guy but someone tell him grape is huge and cultural in India
I like bike guy but someone tell him grape is huge and cultural in India
Commenter critiques the video creator's cultural knowledge while offering a correction, focusing on the video's content accuracy.
TazXtz
Jan 27, 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)