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
Homie on the bike knows thats up
Homie on the bike knows thats up
Brief observation about a person in the video, referencing a specific scene without substantive policy or narrative content.
Meta-Commentary
0.75
chrisscott5600
Jan 27, 2026
If Americans listen properly they will know that president donald trump loves to address other presidents without using their titles. Even Netanyahu was addressed as BB throughout their last meeting.
If Americans listen properly they will know that president donald trump loves to address other presidents without using their titles. Even Netanyahu was addressed as BB throughout their last meeting.
Comment discusses Trump's communication style and behavior patterns, focusing on how he addresses other leaders rather than engaging with the video's substantive content.
Meta-Commentary
0.75
@vocal-hm3yo
Mar 4, 2025
Pourquoi tu montre ce que le monde entier sait déjà ? U_u" Nous fais pas perdre notre temps ! Va casser des gueule à ces scammer ! Sinon tu vas prendre cher sale vendu..
Pourquoi tu montre ce que le monde entier sait déjà ? U_u" Nous fais pas perdre notre temps ! Va casser des gueule à ces scammer ! Sinon tu vas prendre cher sale vendu..
French-language comment criticizing the video's content as redundant and calling for different action (exposing scammers), primarily critiquing the creator's choices.
gilougilouu104
Jan 27, 2026
I thought this prick had quit
I thought this prick had quit
Dismissive comment about the PM's continued presence in office, mixing personal criticism with commentary on political status.
@timberry4250
Mar 5, 2025
Thanks Trudeau.
Thanks Trudeau.
Brief sarcastic attribution to political figure, functioning as commentary on the video's framing rather than substantive argument.
Meta-Commentary
0.75
julieerin115
Sep 19, 2025
Methinks the Conservatives are playing Vassy like fiddle N'esy Pas?
Methinks the Conservatives are playing Vassy like fiddle N'esy Pas?
Comment critiques how Conservatives are manipulating a political figure (Vassey), using rhetorical questioning and French phrase for ironic effect.
davidamos7114
Feb 24, 2026
That's a real leader.
That's a real leader.
Brief evaluative comment about the video subject or speaker without substantive engagement with immigration policy.
Meta-Commentary
0.75
@wildmansamurai3663
Mar 4, 2025
That guy has 2 bikelocks. Looks like the netherlands
That guy has 2 bikelocks.
Looks like the netherlands
Observes details in the video (bike locks) and makes a comparative reference to the Netherlands based on visual cues.
Sadik15B
Jan 27, 2026
Justin speaks good English. I'm surprised
Justin speaks good English. I'm surprised
Comment about the speaker's language ability rather than immigration policy or substantive discourse.
Meta-Commentary
0.75
@KSG-g6w
Mar 4, 2025
I like bike guy but someone tell him grape is huge and cultural in India
I like bike guy but someone tell him grape is huge and cultural in India
Commenter critiques the video creator's cultural knowledge while offering a correction, focusing on the video's content accuracy.
TazXtz
Jan 27, 2026
liberals doing well.
liberals doing well.
Brief partisan statement about political party performance; lacks substantive policy engagement and appears to be meta-level political commentary.
Meta-Commentary
0.75
TravelCanada-lr8up
Feb 24, 2026
CNN call it what it is A Fair Trade War...
CNN call it what it is A Fair Trade War...
Critiques media framing (CNN) of trade tensions, commenting on how the situation is being labeled rather than substantive policy analysis.
Meta-Commentary
0.75
@oldguyrulesweyerman6955
Mar 4, 2025
crying bittterly JP
crying bittterly JP
Brief emotional reaction to the video or its content without substantive argument.
Meta-Commentary
0.75
@twothefan7073
Mar 4, 2025
5:27 friendly and nice, those are the same thing.
5:27 friendly and nice, those are the same thing.
Comment critiques the video's language use or framing rather than engaging with immigration substance.
Meta-Commentary
0.75
nickevershedmusic27
Mar 2, 2026
I thought he resigned lol! His bosses are making him act
I thought he resigned lol! His bosses are making him act
Speculative comment about Trudeau's resignation status and motivations, treating the video/situation as subject of commentary.
@lensperspective9753
Mar 4, 2025
It's always the same – the lowest of white trash talking the most shit about other races. Some fat old Canadian-born guy, still on a bicycle in his 50s, claiming Indians are dirty and Africans …
It's always the same – the lowest of white trash talking the most shit about other races. Some fat old Canadian-born guy, still on a bicycle in his 50s, claiming Indians are dirty and Africans have IQs below 70. Yet somehow these people are "taking over his country" while he can't even land a job.
Not being racist here – he called himself white trash.
Commentary on other commenters' arguments and character, critiquing anti-immigrant rhetoric by describing a stereotypical commenter.
thenewguy2006
Jan 27, 2026
Regretfully; you are Speed-Babbling ... ! ??
Regretfully; you are Speed-Babbling ... ! ??
Criticism of the speaker's delivery style and presentation rather than substantive policy content.
Meta-Commentary
0.75
@johnnyeveritt5695
Mar 4, 2025
Not exact polite towards people who wear diapers. Absolutely appalling! Give me a break. I'm no fan of him either but dang don't lie.
Not exact polite towards people who wear diapers. Absolutely appalling! Give me a break. I'm no fan of him either but dang don't lie.
Comment critiques the video/speaker's portrayal or accuracy rather than discussing immigration policy itself.
Meta-Commentary
0.75
@luked9409
Mar 4, 2025
Comments section full of EU & Ukrainian warmongers for “peace” - idiocy is the norm
Comments section full of EU & Ukrainian warmongers for “peace” - idiocy is the norm
Comment critiques other commenters in the section and dismisses their views as idiotic, focusing on the discourse itself rather than substantive policy.
@skeptic0cynic0
Mar 4, 2025
Vasey how’s your scammers thing is going for you Keeps pushing my fellow teams I need more update on all of these scammers I’m very glad to have you all my fellow teams Loyalty love …
Vasey how’s your scammers thing is going for you
Keeps pushing my fellow teams
I need more update on all of these scammers I’m very glad to have you all my fellow teams
Loyalty love respect 🫡
Comment addresses the video creator directly about scammers and appears to reference previous discussions, functioning as meta-commentary about the channel's content rather than engaging with immigration policy.
Meta-Commentary
0.75
Viper19842
Feb 24, 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)