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
no hate to white people , but u dont have to add all ragebait pics in the video i have tons of video which can ragebait u guys easily. if you dont beleive me dm …
no hate to white people , but u dont have to add all ragebait pics in the video i have tons of video which can ragebait u guys easily. if you dont beleive me dm i will send you in dm
Critique of the video's editorial choices and use of inflammatory imagery, with offer to provide alternative content.
Meta-Commentary
0.90
LeoShorts2575
Feb 16, 2026
CNN still here?
CNN still here?
Comment about media presence (CNN) in the video or comments section, not about immigration policy itself.
Meta-Commentary
0.90
@snjspring
Mar 4, 2025
This is the best Trudeau's speech of the last 10 years!! Wow! Inspiring!!!
This is the best Trudeau's speech of the last 10 years!! Wow! Inspiring!!!
Evaluates the quality and impact of the speech itself without substantive policy analysis.
Meta-Commentary
0.90
@herpelaf9462
Mar 4, 2025
15:10 Driving that thing on an Interstate 👀
15:10 Driving that thing on an Interstate 👀
Comment references a specific timestamp and visual element from the video, engaging with the video content itself rather than immigration discourse.
Meta-Commentary
0.90
Guda88
Jan 27, 2026
Racist youtuber
Racist youtuber
A direct accusation about the video creator's character rather than substantive engagement with immigration topics.
Meta-Commentary
0.90
Chrisdst
Feb 15, 2026
Fox doge = Trump
Fox doge = Trump
Brief reference to video content (Fox News imagery) rather than substantive discourse on immigration or policy.
Meta-Commentary
0.90
@เขียวอุไรรัตน์
Mar 4, 2025
Donald Trump is a buffoon and makes it embarrassing to claim one's self, an American.
Donald Trump is a buffoon and makes it embarrassing to claim one's self, an American.
Off-topic criticism of Donald Trump unrelated to Canadian immigration; appears to be tangential commentary.
Meta-Commentary
0.90
@ronusband
Mar 4, 2025
Well said..
Well said..
Brief affirmation of a previous comment's content without substantive engagement with immigration topic.
Meta-Commentary
0.90
@Raymonddixon-13z
Mar 4, 2025
This is old
This is old
Brief comment about the video itself, noting it contains recycled or outdated content.
Meta-Commentary
0.90
@shanebroome403
Mar 4, 2025
1 and 2 kind of contradict eachother lmao
1 and 2 kind of contradict eachother lmao
Critiques the logical consistency of points presented in the video itself.
Meta-Commentary
0.90
brandonnowacki5438
Jan 14, 2026
That guy on the bike is a legend!
That guy on the bike is a legend!
Brief comment praising a person featured in the video, purely about video content.
Meta-Commentary
0.90
engladsjbanan5750
Jan 27, 2026
Good presidents speech
Good presidents speech
Brief praise of the speech itself without substantive engagement with immigration or policy topics.
Meta-Commentary
0.90
@olumidedavid1923
Mar 4, 2025
I'll believe it when I see it
I'll believe it when I see it
Expresses skepticism about the video's claims without substantive engagement with the policy content.
Meta-Commentary
0.90
underratedgod6899
Jan 12, 2026
Idk why this woman looks like ai
Idk why this woman looks like ai
Comment about the video presenter's appearance rather than immigration policy content.
Meta-Commentary
0.90
a.m.13-red
Jan 11, 2026
Why does she look like AI
Why does she look like AI
Comments on the appearance of the video presenter, unrelated to immigration policy content.
Meta-Commentary
0.90
AToronto804
Jan 11, 2026
You, Rebel News, are preICE. More misinformation.
You, Rebel News, are preICE. More misinformation.
Criticizes the video source (Rebel News) and accuses it of bias and misinformation, commenting on the channel itself.
Meta-Commentary
0.90
Joyce-x2j
Nov 25, 2025
Yes agree with Michelle. All the way.
Yes agree with Michelle. All the way.
Brief agreement with another commenter (Michelle) without substantive policy content.
Meta-Commentary
0.90
user-lc8sz2lw8o
Feb 24, 2026
Now that was blistering!!!
Now that was blistering!!!
Comment about the video content itself, praising its intensity without substantive policy discussion.
Meta-Commentary
0.90
@Scottiepoop
Mar 4, 2025
is she AI, or full on plastic?
is she AI, or full on plastic?
Comment questions the appearance/authenticity of a person in the video, focusing on the video content rather than immigration issues.
Meta-Commentary
0.90
elvisisalive2716
Jan 15, 2026
CNN and that work for it are garbage
CNN and that work for it are garbage
Criticism directed at the media outlet (CNN) and its staff rather than the immigration topic itself.
Meta-Commentary
0.90
@Lalo1
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)