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 is really embarrassing as F**K..
This is really embarrassing as F**K..
Comment expresses embarrassment about the situation being discussed, functioning as meta-level reaction to events rather than substantive policy engagement.
Meta-Commentary
0.72
@digigroovestudios
Mar 4, 2025
Trump type bashing in Canada now….pathetic
Trump type bashing in Canada now….pathetic
Comments on political discourse style in Canada compared to Trump-era rhetoric rather than substantive immigration issues.
Salmirche
Feb 27, 2026
Haters...pretty pathetic. But I guess they are appealing to their base....
Haters...pretty pathetic. But I guess they are appealing to their base....
Comment dismisses opposing viewpoints as 'pathetic' and references appealing to a political base, focusing on the discourse itself rather than substantive immigration policy.
MSH2022-m7o
Feb 23, 2026
Might want to keep looking
Might want to keep looking
Brief comment suggesting the investigation or reporting is incomplete, directed at the video's content or creators.
Meta-Commentary
0.72
Ryan-r6t5k
Feb 18, 2026
So now all the democrats and haters have f Trump come out
So now all the democrats and haters have f Trump come out
Observational comment about the emergence of political opposition voices in response to the video content.
Meta-Commentary
0.72
@rafealrafeal6716
Mar 4, 2025
He wants peace you woke ideót! Your just a puppet
He wants peace you woke ideót! Your just a puppet
Comment dismisses the video/speaker as 'woke' and a 'puppet,' critiquing the content creator rather than engaging with substantive arguments.
@OutlanderChronicle
Mar 4, 2025
Tyler proved Canada -> USA human trafficking/illegal immigration and all people are talking about is the bike guy.
Tyler proved Canada -> USA human trafficking/illegal immigration and all people are talking about is the bike guy.
Commenter critiques what people are discussing about the video content rather than engaging with the immigration topic directly.
KinonitsuYaomura
Jan 27, 2026
One would have to wonder if the deities would by necessity change to local creatures. Could Ganesh or Airavata become like a bear or a moose? Would these deities be immutable?
One would have to wonder if the deities would by necessity change to local creatures. Could Ganesh or Airavata become like a bear or a moose? Would these deities be immutable?
Philosophical tangent about religious/cultural adaptation unrelated to the video's immigration discussion; appears to be off-topic speculation.
Meta-Commentary
0.72
BrandochGarage
Oct 5, 2025
MAGAs don’t like facts ??
MAGAs don’t like facts ??
Dismissive comment about MAGA supporters' relationship with facts, critiquing other commenters rather than substantive policy.
@RussianSportHorses
Mar 4, 2025
Then why you let the media discount all of these measures as preexisting and inconsequential? You could’ve left the dumb ape get his win, but the entire media apparatus spent the entire time saying that …
Then why you let the media discount all of these measures as preexisting and inconsequential? You could’ve left the dumb ape get his win, but the entire media apparatus spent the entire time saying that he got nothing for the deal.
Criticizes media coverage and the video/channel's editorial choices regarding Trump's negotiation outcomes.
@victormgv
Mar 4, 2025
Finally I was waiting for this
Finally I was waiting for this
Brief expression of anticipation about the video content itself, lacking substantive immigration discourse.
Meta-Commentary
0.72
jayrollo3383
Jan 27, 2026
Facts? Don’t listen to a communist country
Facts? Don’t listen to a communist country
Comment dismisses the source as communist and questions its credibility, functioning as meta-commentary about the video/channel rather than substantive argument.
@Jim-k3o8o
Mar 4, 2025
When even CNN calls it dumb…
When even CNN calls it dumb…
References CNN's criticism as evidence without providing context; primarily commenting on media coverage rather than substantive policy analysis.
@rubenskiii
Mar 4, 2025
It started right before Lily Singh was poppin off on YouTube....
It started right before Lily Singh was poppin off on YouTube....
References a YouTube personality (Lily Singh) in relation to immigration timing, appearing to critique the video's framing or timing rather than substantive content.
LOLOGG77
Jan 27, 2026
18:30 now while you see why albertas trying to seperate
18:30 now while you see why albertas trying to seperate
Reference to a specific timestamp in the video with a political implication about Alberta separation, commenting on video content rather than immigration policy directly.
Meta-Commentary
0.72
Alchemyst420
Jan 29, 2026
F the F off with this bull shit! and take your 'just asking questions' with you...
F the F off with this bull shit! and take your 'just asking questions' with you...
Dismissive comment directed at the video content and apparent rhetorical style of other commenters.
Meta-Commentary
0.72
accutronitisthe2nd95
Feb 26, 2026
theres so many dog whistles in this video its insane
theres so many dog whistles in this video its insane
Critiques the video itself for containing coded language ('dog whistles'), commenting on the creator's messaging.
thechosenone-g4v
Feb 7, 2026
Dang why you gotta hate Eritreans 💔😢
Dang why you gotta hate Eritreans 💔😢
Questions the video creator's apparent criticism of Eritreans, commenting on the video's content and framing rather than immigration policy itself.
sesenhpful
Jan 29, 2026
...and you americans still don't get it: Trump is NOT intelligent!?
...and you americans still don't get it: Trump is NOT intelligent!?
Brief comment addressing Americans generally about Trump's intelligence, functioning as meta-commentary on broader discourse rather than substantive argument.
Meta-Commentary
0.72
@georgesand1160
Mar 5, 2025
propaganda before an election.
propaganda before an election.
Critiques the video/media itself as propaganda timed before an election, commenting on the framing rather than the issue.
LARRIE_COLE
Apr 16, 2025
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)