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
Why is there garbage in thumbnail, it shows you're clearly racist , like in this video there is literally no place where there is garbage , and i don't live in Canada, so I don't …
Why is there garbage in thumbnail, it shows you're clearly racist , like in this video there is literally no place where there is garbage , and i don't live in Canada, so I don't know anything but as what I have seen video , you're just a racist guy
Critiques the video creator's use of imagery and accuses them of racism, focusing on the video's presentation rather than immigration policy itself.
Krishna-b7c7x
Feb 7, 2026
The most based content on the Tube. Pray for Buckingham.
The most based content on the Tube. Pray for Buckingham.
Comments on the video content quality and creator, with a prayer-like statement of support.
Meta-Commentary
0.78
acid_8
Feb 15, 2026
whats this a leader that doesnt ramble and talk shit?
whats this a leader that doesnt ramble and talk shit?
Comment about the video subject's communication style and demeanor rather than substantive policy discussion.
Meta-Commentary
0.78
@samliveshere88
Mar 4, 2025
You dumbfuck they were using fake punjabi names none of them were Punjabi and Sikhs plus none of them were speaking Punjabi you cumskin do your research thoroughly before blaming in a video
You dumbfuck they were using fake punjabi names none of them were Punjabi and Sikhs plus none of them were speaking Punjabi you cumskin do your research thoroughly before blaming in a video
Criticizes the video creator's research methodology and factual accuracy regarding the identities of individuals discussed.
sbsandhu9325
Feb 16, 2026
What a hack
What a hack
Brief dismissive comment about the video creator or content, not substantive policy discussion.
Meta-Commentary
0.78
@fishytimes7809
Mar 4, 2025
None of this matters. They voted for what they really want deep down.
None of this matters. They voted for what they really want deep down.
Dismissive commentary about the video's relevance, suggesting the underlying political choice is what matters, not the message.
Meta-Commentary
0.78
@mpierre3026
Mar 4, 2025
This bitch is about to disable all her comments on her media for how much she doesn't care
This bitch is about to disable all her comments on her media for how much she doesn't care
Comment mocks the video creator's anticipated response (disabling comments), focusing on the creator's behavior rather than immigration policy.
AdrianHertz
Jan 29, 2026
CNN... please stay quiet and let us hear how the Prime Minister answers the questions! These reporters have no manners!
CNN... please stay quiet and let us hear how the Prime Minister answers the questions! These reporters have no manners!
Criticizes media behavior during the video, appealing to standards of respectful conduct.
@RabianskiT
Mar 4, 2025
how the liberals broke it.. change the title
how the liberals broke it.. change the title
Commenter critiques the video's title rather than engaging with immigration content directly, suggesting a framing disagreement.
lalapoop911
Aug 1, 2025
you guys all “love” and “respect” the bike guy because he was saying a whole lotta fked up shi
you guys all “love” and “respect” the bike guy because he was saying a whole lotta fked up shi
Commenter critiques other viewers' support for 'the bike guy' and his offensive statements, focusing on audience behavior rather than the immigration topic itself.
dirock_1518
Jan 29, 2026
I seen this safe house on some other youtube week ago 😂
I seen this safe house on some other youtube week ago 😂
References seeing similar content elsewhere on YouTube with a laughing emoji, commenting on the video/platform.
kamshaft747
Jan 28, 2026
All CNN bots in chat and a bunch of sad Canadians ? sorry everyone we need ours back go get em P.trump
All CNN bots in chat and a bunch of sad Canadians ? sorry everyone we need ours back go get em P.trump
Comments on chat dynamics and commenters while asserting Canadian identity and nationalist sentiment.
@fortherealls4731
Mar 4, 2025
you have really become what you used to speak against
you have really become what you used to speak against
Criticism directed at the video creator/channel for perceived hypocrisy or ideological inconsistency.
Meta-Commentary
0.78
firstAdriel
Jan 27, 2026
Jews, Indians Muslims, Africans, all people Tyler likes to say are bad people and do stories on... what about the white people?.... i think I've realized Tyler might be racist?
Jews, Indians Muslims, Africans, all people Tyler likes to say are bad people and do stories on... what about the white people?.... i think I've realized Tyler might be racist?
Critiques the video creator's editorial choices and accuses them of bias/racism based on story selection patterns.
KhamalaHairis
Jan 27, 2026
The only thing that was wrong with this speech was referring to Trump as “very smart guy”.. This is what a true leader sounds like! Intelligent, speaking facts and to the point!??????????
The only thing that was wrong with this speech was referring to Trump as “very smart guy”.. This is what a true leader sounds like! Intelligent, speaking facts and to the point!??????????
Critiques the video content (the speech reference) while praising leadership qualities, mixing commentary on the video with political endorsement.
@nataliyakovalski8102
Mar 4, 2025
This video should be titled exposing racists, especially fatty on his scooter
This video should be titled exposing racists, especially fatty on his scooter
Critiques the video's framing and attacks a person in it using derogatory language, combining meta-commentary about the video with personal insult.
metaman1546
Jan 27, 2026
Tyler is back in action another country same nonsense
Tyler is back in action another country same nonsense
The comment critiques the content creator's pattern of coverage across different countries, suggesting repetitive messaging.
Meta-Commentary
0.78
mjdf122
Jan 27, 2026
He speaks with integrity-giving real facts and numbers. And not once tried to sell a fucking hat!
He speaks with integrity-giving real facts and numbers. And not once tried to sell a fucking hat!
Praises the speaker's integrity and contrasts with political opponents, commenting on the video content and speaker credibility.
@bridgetterenaud936
Mar 4, 2025
Krishna is DEAD. Pray to JESUS the Living God I suggest.
Krishna is DEAD. Pray to JESUS the Living God I suggest.
Off-topic religious proselytizing unrelated to immigration discourse; appears to be tangential commentary.
Meta-Commentary
0.78
A-Grammie-On-the-ROCK
Jan 29, 2026
why you only talking with people who don't speak English properly, stop showing all bad stuff and eating the views on Indians.
why you only talking with people who don't speak English properly, stop showing all bad stuff and eating the views on Indians.
Criticizes the video's editorial choices and framing, accusing selective representation to generate engagement.
swarth7660
Jan 29, 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)