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 bike guy 😭
The bike guy 😭
Brief comment referencing a specific person or moment in the video content.
Meta-Commentary
0.92
anicharles1757
Feb 5, 2026
I love your Portugese accent
I love your Portugese accent
Comment about the video creator's accent rather than the immigration topic itself.
Meta-Commentary
0.92
vladimirolujic6637
Feb 4, 2026
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last …
Tyler, I’m really hoping you see this post. I have such a ground breaking idea for a video, that only you could probably accomplish. After watching so much of this epstein content over the last week I’ve came to a conclusion that is safe, legal and would probably be the biggest videos in history if done. Around the island is international waters. What do you think is around that island? If you see this comment just reply and I’ll give you the idea for free, I just want these horrible people brought to justice WITH PROOF!!! Thanks bud, hopefully you see this.
This is a direct address to the video creator proposing an unrelated video idea, entirely about the channel and creator rather than immigration policy.
Meta-Commentary
0.92
jacktheripper6928
Feb 7, 2026
Stop with your AI lies to begin with
Stop with your AI lies to begin with
Directly critiques the video content itself, accusing it of using AI-generated misinformation.
Meta-Commentary
0.92
JithinJose-z5v
Feb 11, 2026
sir the lady at ur back look sharp
sir the lady at ur back look sharp
Commenter makes an observation about someone visible in the video background, commenting on the video content itself rather than the immigration topic.
Meta-Commentary
0.92
@cheahtonghuat1809
Mar 4, 2025
Welcome to Halifax, Brian Lilley!
Welcome to Halifax, Brian Lilley!
Brief greeting or acknowledgment directed at a specific person mentioned in the video, commenting on the video content itself.
Meta-Commentary
0.92
KimberlyCharron
Feb 27, 2026
Oh Yea, drake is cool shout out Canada
Oh Yea, drake is cool shout out Canada
Off-topic comment praising Drake and Canada unrelated to the video's immigration policy discussion.
Meta-Commentary
0.92
@guesswho4190
Mar 4, 2025
You’re not a journalist. You’re a rage baiter.
You’re not a journalist. You’re a rage baiter.
Critiques the video creator's journalistic credibility and content approach rather than the immigration topic itself.
Meta-Commentary
0.92
LuvyxHearts
Feb 8, 2026
Distinguished man speaking to a dreadful child.
Distinguished man speaking to a dreadful child.
Evaluates the speakers in the video itself rather than discussing immigration policy.
Meta-Commentary
0.92
@jsmcguireIII
Mar 4, 2025
Linus couldnt say it better
Linus couldnt say it better
References another commenter (Linus) and their statement, commenting on the discussion itself rather than the topic.
Meta-Commentary
0.92
@t.k.tronix0815
Mar 4, 2025
Another dumbhead content just scroll it out 1:01
Another dumbhead content just scroll it out 1:01
Dismissive comment about the video content quality itself, not engaging with immigration policy substance.
Meta-Commentary
0.92
BlackCat-w6e
Feb 6, 2026
I love how articulate this speech is
I love how articulate this speech is
Direct comment on the video content itself, praising the quality of the speech presentation.
Meta-Commentary
0.92
@affanafrizalgani9494
Mar 4, 2025
The man on the bike is absolutely brilliant.
The man on the bike is absolutely brilliant.
Brief praise of a person featured in the video, commenting on the content itself rather than engaging with immigration discourse.
Meta-Commentary
0.92
amandal8822
Feb 27, 2026
of course you go when im in the philippines
of course you go when im in the philippines
Personal comment about the commenter's own schedule/location relative to the video creator, unrelated to immigration content.
Meta-Commentary
0.92
lowiqchannel
Feb 3, 2026
Do Australian next
Do Australian next
Request for the content creator to produce similar content about another country.
Meta-Commentary
0.92
purplecookie687
Jan 27, 2026
4mi views in just 6 hours? Dude, I mean something is definitely changing.
4mi views in just 6 hours? Dude, I mean something is definitely changing.
Comments on the video's view count and engagement metrics, reflecting on the video itself rather than the substantive topic.
Meta-Commentary
0.92
@Tapostlevonesus
Mar 4, 2025
Damn if i knew you were in the gta i would came by and said hi
Damn if i knew you were in the gta i would came by and said hi
Personal comment directed at the video creator about meeting them in person, unrelated to immigration policy discussion.
Meta-Commentary
0.92
noirfox81airsoft80
Feb 27, 2026
remember what markiplier said abuot honey everybody. no company can pay people for ads and give coustomers money for free without some sketchy buisnes. Sorry that ad pissed me off youll see in 2 years
remember what markiplier said abuot honey everybody. no company can pay people for ads and give coustomers money for free without some sketchy buisnes. Sorry that ad pissed me off youll see in 2 years
Criticizes an advertisement in the video itself, referencing a YouTuber's commentary on sponsored content.
Meta-Commentary
0.92
Ejsaun42
Jan 29, 2026
Vassy is a propagandist, not an interviewer.
Vassy is a propagandist, not an interviewer.
Critique of the interviewer's journalistic approach and bias rather than discussion of immigration policy itself.
Meta-Commentary
0.92
jebidiahhambone5103
Feb 24, 2026
You are a terrible journalist
You are a terrible journalist
Direct criticism of the video creator's journalism rather than engagement with the immigration topic.
Meta-Commentary
0.92
kurtneufeld969
Jan 29, 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)