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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Call to Action
2,768 comments
Make Canada Great Again.
Make Canada Great Again.
Slogan-like phrase echoing nationalist rhetoric and implicitly urging political change.
@GCOSO
Feb 19, 2026
Now get this message to every dumb red necked brain dead maggot supporter and see if it sinks in, they need to understand what the criminal project 2025 filth and the russian conection is really …
Now get this message to every dumb red necked brain dead maggot supporter and see if it sinks in, they need to understand what the criminal project 2025 filth and the russian conection is really up to, everyone suffers apart from the corrupt.
Urges spreading a message to opponents while framing the issue as moral corruption, combining advocacy with ethical appeals.
@cjc1956
Mar 4, 2025
Boycott their businesses. If I walk into a restaurant and they work there. I turn around and leave. They have ZERO concept of food safety. Ive worked with them. They are FILTHY.
Boycott their businesses. If I walk into a restaurant and they work there. I turn around and leave. They have ZERO concept of food safety. Ive worked with them. They are FILTHY.
Urges boycott of immigrant-owned businesses while making unsubstantiated claims about food safety and hygiene practices.
canadiansfirst3636
Jan 28, 2026
Canazuela needs liberation! MCGA !
Canazuela needs liberation! MCGA !
Uses satirical language ('Canazuela') to call for political action, blending mockery with an implicit political message.
Marc-vp9cs
Jan 28, 2026
Don't buy arms from either USA or Russia. Worls will be peaceful.
Don't buy arms from either USA or Russia. Worls will be peaceful.
Directive urging action (don't buy arms) framed as moral imperative for global peace.
@basavarajnandargi4204
Mar 4, 2025
America has a incompedent toddler as leader!! Impeach!!!
America has a incompedent toddler as leader!! Impeach!!!
Criticizes Trump's competence and explicitly calls for impeachment as a political action.
@veenacriddle1207
Mar 4, 2025
Trump and his administration need to be stopped by any means necessary
Trump and his administration need to be stopped by any means necessary
Urges action against Trump's administration with language suggesting urgency and threat perception.
@DaKineGuy
Mar 4, 2025
WE NEED ICE ASAP
WE NEED ICE ASAP
Urgent demand for ICE (Immigration and Customs Enforcement) action, expressing security/threat concerns.
@blaze1420666
Feb 19, 2026
He should be the US PRESIDENT
He should be the US PRESIDENT
Advocates for a specific political outcome (making someone US president), implicitly urging support.
@giacomotognoni9865
Mar 4, 2025
the only thing that makes sense is trumps taking orders from putin . time to drag the traitor out of the Whitehouse NOW !
the only thing that makes sense is trumps taking orders from putin . time to drag the traitor out of the Whitehouse NOW !
Primarily urges action ('drag the traitor out') with an unsubstantiated conspiracy claim about Putin influence, though the comment appears off-topic to Canadian immigration.
@Tom-dm9oh
Mar 4, 2025
@TylerOliveria stop being racist
@TylerOliveria stop being racist
Direct accusation and demand directed at another commenter to stop racist behavior.
MthobisiMeander-gc9tm
Jan 27, 2026
I’m BEGGING someone anyone in the intelligence community to find what blackmail material Putin has on Trump! Leak it!
I’m BEGGING someone anyone in the intelligence community to find what blackmail material Putin has on Trump! Leak it!
Urgent plea for intelligence community action combined with an unsubstantiated claim about Putin having blackmail on Trump.
@nickintexas
Mar 4, 2025
Thank you bro. I wish you interviewed me for this. I got opinions
Thank you bro. I wish you interviewed me for this. I got opinions
Commenter expresses desire to participate in the video project and share their perspective, implicitly requesting engagement.
OgMalik2
Feb 27, 2026
Now that he's on his way out, he gives his best speech ever?! American people, we thank you for words of support. NOW, figure out a way to get rid of Trump and the oligarchs. …
Now that he's on his way out, he gives his best speech ever?! American people, we thank you for words of support. NOW, figure out a way to get rid of Trump and the oligarchs. It will bring down democracy everywhere if America goes down this dictatorial path. WWIII will never be Zelenskyy's fault, it will be your country's fault. Ensure that he does not trample your constitution and find military backing to stay on past the four years if you can't get rid of him soon. Get your representatives in Washington to work against this guy, whether they are Republicans or Dems. In all our countries, we have been complacent, streaming movies, gaming, buying stuff we don't need AND we've elected far too many morons! We need to use the power of democracy to form government to our needs, not the corporate world and oligarchs!
Urges citizens to take democratic action against Trump while expressing existential threats to democracy and global stability.
@gillesleduc6363
Mar 4, 2025
Trump we need you! Send us ICE 😭😭😭😭
Trump we need you! Send us ICE 😭😭😭😭
Appeals to Trump for intervention with ICE enforcement, expressing anxiety about immigration while urging external action.
jmaychak1992
Feb 19, 2026
Trump, you listen !
Trump, you listen !
Direct address attempting to get Trump's attention, implying a demand for action or response.
Call to Action
0.75
@joeramos8404
Mar 4, 2025
Well said..thank you I hope everyone is listening…..especially fox entertainment
Well said..thank you I hope everyone is listening…..especially fox entertainment
Commenter affirms the video's message and urges specific audiences (Fox viewers) to listen, functioning as a call to attention.
@JodyArchuleta
Mar 4, 2025
Send the boys in rip em down
Send the boys in rip em down
Urges aggressive action ('send the boys in rip em down') in response to perceived threat, combining call-to-action with threat rhetoric.
bobafett896
Feb 28, 2026
The rcmp should audit them self
The rcmp should audit them self
Calls for the RCMP to audit itself, combining a demand for institutional accountability with implicit policy critique.
@gcs9350
Feb 20, 2026
F**k all Liberials
F**k all Liberials
Expresses strong opposition to Liberals, implicitly urging political action or change.
Call to Action
0.75
Sierra0011
Feb 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)