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
An adult giving an important speech. Wow!
An adult giving an important speech. Wow!
Comment about the speaker's delivery and demeanor in the video itself.
Meta-Commentary
0.85
@davidfretthold6776
Mar 4, 2025
Ahh they found the end boss groyper lol vest bike guy is unhinged
Ahh they found the end boss groyper lol vest bike guy is unhinged
Comments on the video content itself and other commenters ('end boss groyper,' 'vest bike guy'), using humor to mock participants.
CestDommage-d3h
Jan 28, 2026
Bro you gotta word this better
Bro you gotta word this better
Critique of the video creator's communication style or framing of content.
Meta-Commentary
0.85
Lucax1x
Jan 29, 2026
No fckn way you were here!!!!
No fckn way you were here!!!!
Expresses surprise or disbelief about the video creator's presence in a specific location, commenting on the video content.
Meta-Commentary
0.85
Thatgirllaur
Jan 29, 2026
5:38 100% that guy is telling the truth that so many morons are to blind to see or care 😢
5:38 100% that guy is telling the truth that so many morons are to blind to see or care 😢
References a specific timestamp in the video and comments on the credibility of a person featured in it, engaging with video content itself.
Meta-Commentary
0.85
awayfromkeyboard157
Jan 27, 2026
Race baiting trash I guess you are trying to get on Fox News
Race baiting trash I guess you are trying to get on Fox News
Comment critiques the video creator's motives and editorial approach rather than engaging with immigration policy substantively.
Meta-Commentary
0.85
undefined69695
Jan 29, 2026
At least we can always complain online.
At least we can always complain online.
Comment reflects on the limitations of online discourse and the ability to express grievances, which is meta-commentary about the platform and communication itself.
Meta-Commentary
0.85
Cheyenne-o7b3m
Jan 28, 2026
Canada ?? shut up...
Canada ?? shut up...
Dismissive comment directed at Canada or the video content, functioning as off-topic meta-level criticism.
Meta-Commentary
0.85
@ericrush894
Mar 4, 2025
5:42 this guy has a barely functioning brain while masquerading as an intelligent guy.
5:42 this guy has a barely functioning brain while masquerading as an intelligent guy.
Directly critiques a person featured in the video, attacking their intelligence rather than engaging with substantive arguments.
Meta-Commentary
0.85
HH-qk2or
Jan 28, 2026
Im shocked this isn't on fox. Just can't believe it
Im shocked this isn't on fox. Just can't believe it
Comment critiques media coverage (Fox News) of the video topic rather than engaging with the immigration or policy content itself.
Meta-Commentary
0.85
@bullmarket5656
Mar 4, 2025
IM CONVINCED THIS DUDE IS NOW AGAINEST IMMIGRANTS AND ITS SAD I WAS A FAN AND HOW HES MAKING EVERY VIDEO THAT IMMIGRANTS ARE THIS VIOLATE PEOPLE WHICH IMMIGRANTS ARE LEGAL AND HES RAGE BAITING …
IM CONVINCED THIS DUDE IS NOW AGAINEST IMMIGRANTS AND ITS SAD I WAS A FAN AND HOW HES MAKING EVERY VIDEO THAT IMMIGRANTS ARE THIS VIOLATE PEOPLE WHICH IMMIGRANTS ARE LEGAL AND HES RAGE BAITING THEM ITS SAD WE CHEERED YOU ABOUT THE SCAM ARTIST BUT THIS IMMIGRANT BIAS YOU HAVE NOW IS SAD AND DISAPPOINTING.
Critiques the content creator's editorial stance and framing of immigrants across multiple videos.
Hovi_Tv
Jan 27, 2026
Really doing scammy sponsors? Ugh
Really doing scammy sponsors? Ugh
Criticism of the video's sponsorship practices, engaging with the channel's content strategy rather than immigration topic.
Meta-Commentary
0.85
spike-trap-boom
Jan 28, 2026
Trudeau ?? is a keeper! \nGreat leader \nGreat leadership!!!
Trudeau ?? is a keeper! \nGreat leader \nGreat leadership!!!
Expresses approval of Trudeau as a leader without engaging with specific policy content.
Meta-Commentary
0.85
@sherievans2617
Mar 4, 2025
Come do this in Surrey. Message me I’ll set it up. But I get to choose who you interview.
Come do this in Surrey. Message me I’ll set it up. But I get to choose who you interview.
Comments on the video/channel itself, offering to facilitate interviews and asserting control over the content creation process.
Meta-Commentary
0.85
Hiphopcanada26
Jan 28, 2026
Typical racist white crap trying to get views
Typical racist white crap trying to get views
Critiques the video creator's motives and content strategy, accusing them of racism-baiting for engagement.
Meta-Commentary
0.85
gammerpro2559
Jan 28, 2026
Great speech by Mr. Trudeau ?
Great speech by Mr. Trudeau ?
Comment evaluates the speech itself rather than engaging with immigration policy content.
Meta-Commentary
0.85
@igorm9781
Mar 4, 2025
Captain based
Captain based
Brief comment praising the video creator ('based') without substantive immigration policy engagement.
Meta-Commentary
0.85
skrundz
Jan 28, 2026
Tim's doesn't even know what kind of restaurant it wants to be anymore
Tim's doesn't even know what kind of restaurant it wants to be anymore
Off-topic observation about Tim Hortons brand identity unrelated to immigration discussion.
Meta-Commentary
0.85
ConnerMacKenzie
Jan 28, 2026
Is the guy with the bike Down syndrome? No offence to down syndrome’s
Is the guy with the bike Down syndrome? No offence to down syndrome’s
Makes an observation about a person visible in the video rather than engaging with immigration discourse.
Meta-Commentary
0.85
8AMG
Jan 27, 2026
omg that guy is on the bike........
omg that guy is on the bike........
Observational comment about a person visible in the video rather than engaging with immigration topic.
Meta-Commentary
0.85
imasaggitarius3780
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)