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
4:03 this guy is so based
4:03 this guy is so based
Commenter references a specific timestamp in the video and praises a person featured in it.
Meta-Commentary
0.90
sdcisaac
Jan 27, 2026
gracias por tu trabajo tyler eres de otra galaxia listo mi like!!!!!!!!!
gracias por tu trabajo tyler eres de otra galaxia listo mi like!!!!!!!!!
Comment addressing the video creator directly with praise and a like, focused on the channel rather than immigration topic.
Meta-Commentary
0.90
LassiePandaLuckyfutbolistas
Jan 27, 2026
this tyler dude is so racist goddamn
this tyler dude is so racist goddamn
Direct criticism of the video creator's character/behavior rather than engaging with immigration topic.
Meta-Commentary
0.90
RAGAR-kp1fo
Jan 27, 2026
why did he end the video so suddenly without any closure?
why did he end the video so suddenly without any closure?
Directly critiques the video's structure and editing choices rather than engaging with immigration content.
Meta-Commentary
0.90
vancodusan9554
Jan 27, 2026
Bike guy was based.
Bike guy was based.
Brief endorsement of a person featured in the video using slang approval.
Meta-Commentary
0.90
stripmin41
Jan 27, 2026
Mélanie look sick
Mélanie look sick
Observational comment about a person's appearance in the video; off-topic from immigration discourse.
Meta-Commentary
0.90
@Dominiclegault-xr3ze
Mar 4, 2025
11:00 speaking of bad driving, that grey SUV did a left turn when the sign clearly says no left turns.
11:00 speaking of bad driving, that grey SUV did a left turn when the sign clearly says no left turns.
Commenter references a specific timestamp in the video to point out an observed traffic violation, engaging with video content directly.
Meta-Commentary
0.90
joshuaadrian9461
Jan 27, 2026
Not the UNITED STATES...the POTUS.
Not the UNITED STATES...the POTUS.
Clarifies that criticism is directed at the President (POTUS) rather than the United States as a nation, a meta-level distinction about framing.
Meta-Commentary
0.90
@jase-listener
Mar 4, 2025
next part please.. asap.. i am glued
next part please.. asap.. i am glued
Direct request for the next video part, commenting on the content itself rather than the topic.
Meta-Commentary
0.90
Justanothersweetpie
Jan 27, 2026
5:35 look at Tylers face haha
5:35 look at Tylers face haha
References a specific moment in the video and comments on the creator's reaction, focusing on the video content itself.
klotz-keknummer1568
Jan 27, 2026
been waiting for this video
been waiting for this video
Comment about the video itself and anticipation for its content.
Meta-Commentary
0.90
Specz420
Jan 27, 2026
advertising a scam app... i'm disappointed.. :(
advertising a scam app... i'm disappointed.. :(
Criticism of the video creator's content choices and sponsorship decisions.
Meta-Commentary
0.90
laougasechs2354
Jan 27, 2026
“Lying murderous dictator.” Damn.
“Lying murderous dictator.” Damn.
Brief reaction to a quote in the video, commenting on the language used rather than substantive content.
Meta-Commentary
0.90
@KC.2049
Mar 4, 2025
She’s a queen🫡🫡🙏
She’s a queen🫡🫡🙏
Expresses approval of the video creator or subject using informal praise language unrelated to immigration discourse itself.
Meta-Commentary
0.90
varunchanana8890
Sep 30, 2025
Can we just appreciate that he either memorized the entire speech or he‘s a natural talent at speaking.
Can we just appreciate that he either memorized the entire speech or he‘s a natural talent at speaking.
Comment about the video content itself, specifically praising Trudeau's speaking ability as observed in the speech.
Meta-Commentary
0.90
@GuentherVanRaven
Mar 4, 2025
Jesus wolf, let the anchor finish her thoughts before cutting back to press briefing.
Jesus wolf, let the anchor finish her thoughts before cutting back to press briefing.
Critique of the video production and editing choices, addressing the host's interviewing technique.
Meta-Commentary
0.90
@havaneseday
Mar 4, 2025
Just done the exam jan 2026. Just read this video. Got 18/20.
Just done the exam jan 2026. Just read this video. Got 18/20.
Comment about using the video for exam preparation, referencing the content's utility rather than engaging with immigration topic.
Meta-Commentary
0.90
reginatoronto
Jan 23, 2026
why is this kinda sexy ?
why is this kinda sexy ?
An off-topic comment about the video or person featured, unrelated to substantive immigration or policy discussion.
Meta-Commentary
0.90
@naamek-
Mar 4, 2025
Worlds biggest fake you tuber lol😂
Worlds biggest fake you tuber lol😂
Dismissive comment about the video creator's credibility rather than engaging with immigration policy content.
Meta-Commentary
0.90
JesseMartens-jo6go
Jan 27, 2026
CNN, it's really not that difficult to prounounce fentanyl correctly. It's not fentan-ole.
CNN, it's really not that difficult to prounounce fentanyl correctly. It's not fentan-ole.
Critiques CNN's pronunciation of 'fentanyl' in the video, commenting on media presentation rather than content.
Meta-Commentary
0.90
@patg2109
Mar 4, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)