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
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Meta-Commentary
3,846 comments
Very civilised , sensible and logical speech
Very civilised , sensible and logical speech
Comment evaluates the quality and tone of the speech/video content itself rather than engaging with immigration policy.
Meta-Commentary
0.85
@haiwong8999
Mar 4, 2025
That’s not deporting that’s blocking them stop bullshiting
That’s not deporting that’s blocking them stop bullshiting
Challenges the accuracy or framing of the video's terminology regarding deportation.
Meta-Commentary
0.85
LL-tz4tq
Dec 29, 2025
2:54 rare to find that kind of self awareness today😂
2:54 rare to find that kind of self awareness today😂
References a specific timestamp in the video and comments on the creator's self-awareness, focusing on video content rather than policy substance.
FirstDateFrt
Jan 27, 2026
Fake bullshit
Fake bullshit
Dismissive comment about the video's authenticity/credibility rather than substantive immigration discussion.
Meta-Commentary
0.85
DravenNevermore013
Jan 27, 2026
west jett where are you my king
west jett where are you my king
Comment addresses the video creator directly ('west jett where are you my king'), focusing on the channel/creator rather than the immigration topic.
Meta-Commentary
0.85
bingus9803
Jan 27, 2026
14:47 the exact opposite is true.
14:47 the exact opposite is true.
References specific video timestamp to dispute the video's claims, engaging in meta-commentary about content accuracy.
Meta-Commentary
0.85
leftlobestrained
Dec 30, 2025
Dude in the bus stop is actually brain dead lmao
Dude in the bus stop is actually brain dead lmao
Comment about a person featured in the video itself, critiquing their intelligence rather than addressing policy.
Meta-Commentary
0.85
JPPoirier86
Jan 27, 2026
LEGENDARY REFRESH PULL
LEGENDARY REFRESH PULL
Comment references the video content itself ('LEGENDARY REFRESH PULL') in a way that suggests commentary on the video's quality or presentation.
Meta-Commentary
0.85
necrillia
Jan 27, 2026
Insane refresh pull
Insane refresh pull
Comment about the video's content or production quality ('refresh pull'), unrelated to immigration substance.
Meta-Commentary
0.85
soccalengendary
Jan 27, 2026
Got 20/20 today Jan 24/2026. Thanks for this vid!
Got 20/20 today Jan 24/2026. Thanks for this vid!
Comments on the video itself, thanking the creator for content and noting when it was watched.
Meta-Commentary
0.85
aa2ntbaxxc
Jan 24, 2026
4:55 not wrong
4:55 not wrong
Brief reference to a specific timestamp in the video, indicating agreement with a point made at that moment.
Meta-Commentary
0.85
RakLinux
Jan 27, 2026
And this is why I do not follow CNN. This came up in my feed, and I wanted to hear what Trudeau had to say. And I wanted to hear him speak in French. But …
And this is why I do not follow CNN. This came up in my feed, and I wanted to hear what Trudeau had to say. And I wanted to hear him speak in French. But no, you booger globs must think that there are no people in America who speak French, and no people in America who would like to hear him speak French. You are part of the problem, CNN. And then to hear this woman say what she says after that talk is just appalling to me. Lady, you are a turncoat. You do not have your ethics and morals in place. Anti-American? Anti-American? Is that what you got from this? Where is your dance cap!? Get it together. My god, what a disgrace, CNN. This is junk media. Infotainment.
Primarily critiques CNN's editorial choices and media practices, with secondary moral judgment about journalistic ethics and integrity.
@RebeccaLynnMusic
Mar 4, 2025
bro on the bicycle spittin absolute facts!
bro on the bicycle spittin absolute facts!
Commenter is reacting to and praising content from the video itself ('bro on the bicycle').
Meta-Commentary
0.85
juliusstriker4465
Jan 27, 2026
I’ve been waiting for this one lmao
I’ve been waiting for this one lmao
Brief comment expressing anticipation for the video content itself rather than engaging with substantive immigration discourse.
Meta-Commentary
0.85
ColynClan
Jan 27, 2026
Literally the whole world hated this guy 6 months ago.
Literally the whole world hated this guy 6 months ago.
Observational comment about public opinion shifts regarding Trump, reflecting on broader discourse rather than engaging with immigration policy.
Meta-Commentary
0.85
@Slendyy859
Mar 4, 2025
Liking and commenting 4 seconds in as a Ontario citizen
Liking and commenting 4 seconds in as a Ontario citizen
Comment about engagement with the video itself (liking and commenting early) and self-identification as viewer.
Meta-Commentary
0.85
Bowie.Moonen
Jan 27, 2026
Wow only 100 views. I think this guy fell off
Wow only 100 views. I think this guy fell off
Comment critiques the video's performance metrics and the creator's relevance, directly addressing the channel itself.
Meta-Commentary
0.85
snsfproductions4370
Jan 27, 2026
Tyler you drop peak all the time🤑🤑🤑
Tyler you drop peak all the time🤑🤑🤑
Comment praising the video creator (Tyler) and their content quality, directed at the channel itself.
Meta-Commentary
0.85
ODDFUTUREMADI
Jan 27, 2026
I always hate these. Where they have the people in the background nodding in approval. Basically telling us what to think and what is important. BRAINWASHING
I always hate these. Where they have the people in the background nodding in approval. Basically telling us what to think and what is important. BRAINWASHING
Criticizes the video production technique (background nodding) as manipulative, focusing on the medium itself rather than immigration policy.
@darbur6876
Mar 4, 2025
Dude these thumbnails are racist as fuck lmfao
Dude these thumbnails are racist as fuck lmfao
Commenter critiques the video's thumbnail as racist, which is commentary about the video itself rather than immigration policy.
503handle
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)