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
Carneys got bigger things on his mind today 01/03
Carneys got bigger things on his mind today 01/03
References a specific date and suggests Carney has other pressing concerns, commenting on external events rather than immigration policy itself.
Meta-Commentary
0.85
mcrick8931
Jan 4, 2026
The guy on the bike was so accurate
The guy on the bike was so accurate
Comment references a specific person/scene in the video ('guy on the bike'), evaluating the video content itself.
Meta-Commentary
0.85
FLYYeli17
Jan 27, 2026
Everyone said they are good but the title of the video doesn’t says so
Everyone said they are good but the title of the video doesn’t says so
Critiques the disconnect between video content and title, commenting on the video's framing rather than immigration itself.
Meta-Commentary
0.85
omarcilmijaamac
Jan 27, 2026
*How did we got from Indian overload to illegal immigration tutorials*
*How did we got from Indian overload to illegal immigration tutorials*
Observational comment about the video's topic shift or narrative progression.
Meta-Commentary
0.85
MapleSoldier69
Jan 27, 2026
"But why did you redeeeemmmmm????"
"But why did you redeeeemmmmm????"
References video content with exaggerated emphasis, appearing to comment on the creator's actions or tone.
Meta-Commentary
0.85
Chris91_x
Jan 27, 2026
Yeah that's true ????
Yeah that's true ????
Brief affirmation of the video content with emoji, functioning as engagement with the video itself rather than substantive discourse.
Meta-Commentary
0.85
@enriquebaena8222
Mar 4, 2025
The downy on the bike speaks his mind, i can respect that
The downy on the bike speaks his mind, i can respect that
Comment about the video's subject ('the downy on the bike') and their expression, evaluating the speaker rather than discussing immigration policy.
Meta-Commentary
0.85
webobin5988
Jan 27, 2026
Some guy on Roblox scammed me, I checked his ip adress and this was his city address😅
Some guy on Roblox scammed me, I checked his ip adress and this was his city address😅
Anecdotal story about an unrelated incident (Roblox scam), not substantively about immigration policy or content.
Meta-Commentary
0.85
vladmalyutyk
Jan 27, 2026
Tyler Oliveira isn't suicidcal.
Tyler Oliveira isn't suicidcal.
Comment about a specific person (Tyler Oliveira) and their personal circumstances, unrelated to immigration policy.
Meta-Commentary
0.85
shadowtheultimatehedgehog
Jan 27, 2026
I don't care about what you saying or doing I love trump ❤️ ? ? ? ♥️ ? ❤️ ? ? ? ♥️ ?
I don't care about what you saying or doing I love trump ❤️ ? ? ? ♥️ ? ❤️ ? ? ? ♥️ ?
Dismisses the video's content while expressing personal political preference, focusing on the commenter's stance rather than substantive engagement.
Meta-Commentary
0.85
@yoshikorieben8069
Mar 4, 2025
8:25 I agree with that guy
8:25 I agree with that guy
References a specific timestamp in the video and agrees with a speaker, commenting on the video content itself.
Meta-Commentary
0.85
zacharystruble6439
Jan 27, 2026
4:00 This man is brutally and savagely honest. He calls it like he sees it. 😄
4:00 This man is brutally and savagely honest. He calls it like he sees it. 😄
Comment evaluates the video creator's presentation style and honesty rather than discussing immigration policy or issues.
Meta-Commentary
0.85
somedude6683
Jan 27, 2026
THERE ARE SO MANY RACISTS IN THE COMMENTS GOD DAMN
THERE ARE SO MANY RACISTS IN THE COMMENTS GOD DAMN
Comment critiques other commenters rather than engaging with immigration topic itself.
Meta-Commentary
0.85
Johnnydangcn7hg
Jan 27, 2026
Shut up and let us listen to Trudeau. We can hear for ourselves.
Shut up and let us listen to Trudeau. We can hear for ourselves.
Criticizes the video's editing/presentation, asking for uninterrupted access to hear the speaker directly rather than commentary.
Meta-Commentary
0.85
@Rottingboards
Mar 4, 2025
Wow so many canadian versions of Nick Fuentes in the comments, not to mention the guy running this channel is even a bigger bigot who goes out of his way to collect the worst things …
Wow so many canadian versions of Nick Fuentes in the comments, not to mention the guy running this channel is even a bigger bigot who goes out of his way to collect the worst things about any countries he dislikes and posts it here as if its a Norm conveniently hiding all the decent things about those countries. Hitler and his idealogy is still Intact in the 21st century and how.
Commenter critiques the video creator's editorial bias and compares the channel to Nazi ideology, combining meta-commentary about the channel with moral condemnation.
roguetiger222
Jan 27, 2026
Its so funny that when he stops speaking english they stop broadcasting what he is saying and start talking over him. Low class of journalists at cnn.
Its so funny that when he stops speaking english they stop broadcasting what he is saying and start talking over him. Low class of journalists at cnn.
Criticizes CNN's broadcasting choices and journalistic standards during the video, focusing on the media presentation rather than immigration policy itself.
@paulmcintyre7175
Mar 4, 2025
8:07 bro that chicks jacket is fkn sick! 🔥
8:07 bro that chicks jacket is fkn sick! 🔥
Off-topic observation about a person's clothing visible in the video, unrelated to immigration discourse.
Meta-Commentary
0.85
-Sloth--
Jan 27, 2026
Shut the F-up about any of this Canadians.
Shut the F-up about any of this Canadians.
Dismissive comment directed at Canadians discussing the topic, critiquing the conversation itself rather than engaging substantively.
Meta-Commentary
0.85
dn734
Jan 27, 2026
The bike guy is a legend 🙌
The bike guy is a legend 🙌
Comment addresses the video creator/subject ('bike guy') rather than immigration discourse.
Meta-Commentary
0.85
Blitzkrieg1976
Jan 27, 2026
7:08 Tyler why tf are you doing interviews in the middle of the street!?😐
7:08 Tyler why tf are you doing interviews in the middle of the street!?😐
Comment critiques the video production itself (interviewing in the street) rather than addressing immigration content.
Meta-Commentary
0.85
-Sloth--
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)