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
Paula Newton barks like the proverbial dog that got kicked.
Paula Newton barks like the proverbial dog that got kicked.
Comment critiques the news anchor Paula Newton's presentation style rather than engaging with immigration policy content.
Meta-Commentary
0.90
@RictusMetallicus
Mar 4, 2025
The switch in language when talking to Trump is great. Instead of sofisticated language he uses trumps lingo...
The switch in language when talking to Trump is great. Instead of sofisticated language he uses trumps lingo...
Observation about Trudeau's rhetorical strategy and communication style in the video itself.
Meta-Commentary
0.90
@GVUEpi
Mar 4, 2025
holy racist comment section
holy racist comment section
Critiques the comment section itself for containing racist content, making an observation about other commenters.
Meta-Commentary
0.90
shawnthomas6492
Feb 7, 2026
When will you come back???? I’d love to see you
When will you come back???? I’d love to see you
Addresses the content creator directly about video availability, not engaging with immigration policy or discourse.
Meta-Commentary
0.90
rupin
Feb 6, 2026
9:30 Gng why are you promoting scams now🥀🥀🥀🥀🥀
9:30 Gng why are you promoting scams now🥀🥀🥀🥀🥀
Directly addresses the video creator, questioning their content choices and accusing them of promoting scams.
Meta-Commentary
0.90
Axyum
Feb 5, 2026
The bike guy doesnt give a fuck about his digital footprint
The bike guy doesnt give a fuck about his digital footprint
Comments on a person featured in the video and their online behavior rather than immigration policy.
Meta-Commentary
0.90
Gle-g8w
Feb 7, 2026
Bad drivers 5:54 6:13
Bad drivers
5:54 6:13
References specific timestamps in the video, indicating commentary about the video content itself rather than the immigration topic.
Meta-Commentary
0.90
SammyxSweetheart.02
Feb 26, 2026
I agree with you 100 percent.
I agree with you 100 percent.
Generic agreement statement directed at another commenter without substantive content contribution.
Meta-Commentary
0.90
jillwhiting919
Feb 6, 2026
private the video now
private the video now
Directs a request at the video creator to remove or privatize the video.
Meta-Commentary
0.90
klokzthademon
Feb 4, 2026
Где дубляж 💔💔💔🫠
Где дубляж 💔💔💔🫠
Comment in Russian requesting dubbing/subtitles, addressing the video's technical presentation.
Meta-Commentary
0.90
KIRILL-sq1nv
Feb 3, 2026
These news channels are so biased. Look at all the biased bots commenting ?
These news channels are so biased. Look at all the biased bots commenting ?
Comment criticizing the news channel's bias and the comment section itself, focusing on the media platform rather than immigration policy.
Meta-Commentary
0.90
@Allmyteachersaredeadbutsilence
Mar 4, 2025
The guy with the bike is my IDOL. That dude tells it no sugar coat.
The guy with the bike is my IDOL. That dude tells it no sugar coat.
Comment about another commenter/person featured in the video rather than about immigration policy itself.
Meta-Commentary
0.90
thisnewcreatedaccount5286
Feb 3, 2026
Glad you're highlighting the real issues man.
Glad you're highlighting the real issues man.
Brief endorsement of the video creator's framing and content without substantive policy discussion.
Meta-Commentary
0.90
WONLOE
Jan 28, 2026
you are the realest youtuber i know i just seen a police bodycam on you and you are real!!
you are the realest youtuber i know i just seen a police bodycam on you and you are real!!
Comment addresses the YouTuber directly, praising their authenticity and referencing external content (police bodycam), focusing on the creator rather than immigration topic.
Meta-Commentary
0.90
tendys1
Feb 4, 2026
This is the only time, he made sense to me.?
This is the only time, he made sense to me.?
Brief comment evaluating the video subject's credibility or sense-making, directed at the content itself.
Meta-Commentary
0.90
@wilmothutson1140
Mar 4, 2025
this entire comment section is full of racism what
this entire comment section is full of racism what
Comment critiques the comment section itself rather than immigration policy, focusing on the discourse environment.
Meta-Commentary
0.90
kittiesloveopinions
Feb 4, 2026
Vassy is a Liberal.
Vassy is a Liberal.
Brief partisan label about a person mentioned in the video, likely a political figure.
Meta-Commentary
0.90
andressantibanez2530
Feb 24, 2026
I’ve been waiting for this video for literal years as someone who lives in Brampton 😭😭
I’ve been waiting for this video for literal years as someone who lives in Brampton 😭😭
Comment about the video itself and the commenter's anticipation for it, not engaging with immigration policy or arguments.
Meta-Commentary
0.90
zoid-ttt
Feb 3, 2026
By By!!!!!!
By By!!!!!!
Appears to be a dismissive or departing comment directed at the video/discussion rather than substantive content.
Meta-Commentary
0.90
ChantalGalipeau-b9m
Apr 15, 2025
15:51 Is this shot AI? The wind on the flag is messed up.
15:51 Is this shot AI? The wind on the flag is messed up.
Critiques the video production quality itself, specifically questioning AI usage in footage.
Meta-Commentary
0.90
MiroslavFöldeš
Jan 28, 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)