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
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Meta-Commentary
3,846 comments
This woman sure is crazy. She sounds like Trump. She probably got her ideals from him
This woman sure is crazy. She sounds like Trump. She probably got her ideals from him
Comment critiques the speaker's character and ideology by comparing her to Trump, focusing on the video subject rather than substantive policy discussion.
@charlesobrien9431
Feb 20, 2026
Trump is the biggest disgrace in the US.
Trump is the biggest disgrace in the US.
Off-topic statement about Trump unrelated to the video's Canadian immigration focus; appears to be tangential commentary.
Meta-Commentary
0.75
@JamesCatena
Mar 4, 2025
Dude on the bike is genuinely racist and he accurately illustrates how majority of the population in Canada, America, and Europe think and believe. There is much racialization and generalization going on in the video.
Dude on the bike is genuinely racist and he accurately illustrates how majority of the population in Canada, America, and Europe think and believe. There is much racialization and generalization going on in the video.
Critiques the video's portrayal of racism and comments on how it reflects broader societal attitudes.
NachosDemarcus
Feb 19, 2026
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat …
I have an absolutely mind blowing f****** up thing for you to check out that's in a small town in Ontario I don't think there's anything quite like it out there and its absolutely bat shit crazy let's say this it's an event all 11th graders go on there's only one high school in the town and you are grouped in a squad with 6 people in total and they're all the people you hate the most
Comment appears to be promoting or referencing an unrelated event in Ontario, off-topic from immigration discussion.
Meta-Commentary
0.75
dylanbannon2370
Jan 27, 2026
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
This Video created is hate spreading and he is trying his best to get negative footage. I know which race this TylerOlivera belongs to, hate again all culture and people. Shame on you
Commenter criticizes the video creator's intentions and makes an identity-based accusation about the creator's race, combining video critique with identity framing.
ZeroFilterUSA
Feb 17, 2026
Literally makes Kamala Harris look intelligent with those kind of answers to legit questions.
Literally makes Kamala Harris look intelligent with those kind of answers to legit questions.
Comment critiques the video subject's intelligence by comparing them unfavorably to a political figure, functioning as meta-commentary on the video content rather than substantive policy discussion.
wz890
Feb 27, 2026
8:25 brother's we have a Canadian brother who knows.
8:25 brother's we have a Canadian brother who knows.
References a specific timestamp in the video and comments on another commenter's perspective, focusing on the video content itself.
Meta-Commentary
0.75
troygarza5720
Jan 27, 2026
You guys are racist now, according to you
You guys are racist now, according to you
Critiques the video creator or broader discourse by sarcastically accusing them of racism, commenting on framing rather than substantive policy.
maxpowwwer
Feb 18, 2026
Who cares what mister gay has to say
Who cares what mister gay has to say
Dismissive comment about the speaker's credibility or relevance rather than engaging with policy substance.
Meta-Commentary
0.75
@Jsin969
Mar 4, 2025
Carney's for you😊
Carney's for you😊
Brief reference to 'Carney' (likely a political figure mentioned in the video) with an emoji, appearing to comment on the video's subject matter.
Meta-Commentary
0.75
nabunagaoda9997
Feb 18, 2026
please keep sleeping as what ever you discover was well known to every one in Canada۔
please keep sleeping as what ever you discover was well known to every one in Canada۔
Dismissive comment about the video's content and audience awareness, critiquing what the video presents as already known.
Meta-Commentary
0.75
asadabbas9315
Sep 29, 2025
This video is going down, the slop people don't want to be exposed
This video is going down, the slop people don't want to be exposed
Commenter discusses the video's reception and visibility, making a meta-statement about the video's performance and message.
joes46985
Jan 27, 2026
Thank you Liberals
Thank you Liberals
Brief comment thanking the Liberal government, likely referencing the video's political context rather than substantive policy discussion.
Meta-Commentary
0.75
dee-annminer-evans
Jan 16, 2026
Trudeau gets a lot of abuse but this was a masterpiece of a speech. Civil war is on the cards in the USA.
Trudeau gets a lot of abuse but this was a masterpiece of a speech. Civil war is on the cards in the USA.
Evaluates the speech itself and makes a comparative claim about US political instability rather than addressing immigration policy.
@alexndr27
Mar 4, 2025
Facts from the PM
Facts from the PM
Brief meta-commentary about the video content or speaker, lacking substantive engagement with the topic.
Meta-Commentary
0.75
@Mockingbird-22
Mar 4, 2025
The fact that Tyler hasn't somehow been killed yet is kinda insane.
The fact that Tyler hasn't somehow been killed yet is kinda insane.
References a person named Tyler from the video content, commenting on the video's subject matter.
Meta-Commentary
0.75
itsmetissa
Jan 27, 2026
Thanks for giving a voice to the racist idiots on your channel! Tyler, you are doing a great job bringing these cockroaches out! Yourself being one 😂
Thanks for giving a voice to the racist idiots on your channel! Tyler, you are doing a great job bringing these cockroaches out! Yourself being one 😂
Critiques the channel for platforming controversial views while using sarcasm and insults directed at the creator.
Tpb247
Feb 7, 2026
i want to get a beer with that high-vis guy
i want to get a beer with that high-vis guy
Comment about a specific person in the video (high-vis guy), expressing personal interest in a lighthearted manner.
omgwtf999965
Jan 28, 2026
You say what we can’t hear you…
You say what we can’t hear you…
Comment appears to critique the video or speaker's audibility/clarity rather than engage with immigration policy content.
Meta-Commentary
0.75
@Houston4040
Mar 4, 2025
Sooooo buddy you ready to look into why 18 is legal age for porn? The Epstein rabbit hole is deep!
Sooooo buddy you ready to look into why 18 is legal age for porn? The Epstein rabbit hole is deep!
Off-topic tangent addressing the commenter rather than the video content, attempting to redirect conversation to unrelated conspiracy.
Meta-Commentary
0.75
earthcoloredeyes5043
Feb 15, 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)