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
Can you please impeach this fool you call a President!!!!! Can't you see what he is doing to your country, and you know that Putin has to have some dirt on Trump!!!!!!!!!!!!!!!!!!!! Wake up America!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Can you please impeach this fool you call a President!!!!! Can't you see what he is doing to your country, and you know that Putin has to have some dirt on Trump!!!!!!!!!!!!!!!!!!!! Wake up America!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Urgent call for impeachment with unsubstantiated claim about Putin having dirt on Trump, demanding Americans 'wake up.'
@TennyMckenzie
Mar 4, 2025
Eliminate all carbon taxes you implemented otherwise your words to us mean nothing……
Eliminate all carbon taxes you implemented otherwise your words to us mean nothing……
Demands specific policy reversal (carbon tax elimination) as condition for credibility.
@D.J.Olson36
Mar 4, 2025
Feel like I am in a nightmare, anyone please in the republican side of the senate or congress, stop this stupidity
Feel like I am in a nightmare, anyone please in the republican side of the senate or congress, stop this stupidity
Urges Republican politicians to stop perceived problems, framed as a nightmare scenario expressing political anxiety.
@ovidosanchez2931
Mar 4, 2025
Stop complaining about minorities and start confronting your own government that's actually ruining your country! Where's your journalistic integrity?
Stop complaining about minorities and start confronting your own government that's actually ruining your country! Where's your journalistic integrity?
Urges viewers to redirect focus toward government accountability rather than blaming minorities, with implicit call to demand journalistic responsibility.
Philemon_Music
Jan 27, 2026
From UK , Trump and Vance should be forced out of their jobs as are not fit for purpose . Terrible what they are playing at , Trump is easily taken in with Putin he …
From UK , Trump and Vance should be forced out of their jobs as are not fit for purpose . Terrible what they are playing at , Trump is easily taken in with Putin he wants Trump himself to be a Dictator just alike his pal , his hero Putin \nPutin he is a mass murderer and wanted for war crimes also .\nEvil man Putin and trump just what does he see in him . Both as said Trump and Vance should be taken out of their jobs \nforced if need be . Trump sais he is trying to stop a war in Ukraine ? Seems to me he has not \nSeems so far as i type he talks bull , and just after the rare minerals in the Ukraine . The mans not fit for the job within \nand needs removed along with his co habs Vance and the other idiot stood behind them in that room .\nTreated Zelensky terribly also in that room a set up against him it was ..Americans get rid of them guys somehow .\n\nCanada all the best .
UK commenter urges removal of Trump/Vance from office and calls on Americans to take action, with comparative references to Putin.
@patsanters2741
Mar 4, 2025
Sell your oil to Europe, not to us (US).
Sell your oil to Europe, not to us (US).
Urges Canada to redirect oil sales to Europe instead of the US, combining policy direction with international comparison.
@katfrog98
Mar 4, 2025
PAY FOR YOUR OWN PROTECTION AND NATO!
PAY FOR YOUR OWN PROTECTION AND NATO!
Demands that other nations pay for their own defense and NATO contributions, urging policy change.
@boybeblessedtruly9758
Mar 4, 2025
And you Canadians are still gonna vote Liberal. Smh
And you Canadians are still gonna vote Liberal. Smh
Commenter urges Canadians to change voting behavior away from the Liberal party.
Call to Action
0.80
dantepanik6069
Jan 21, 2026
Canada should cut off all fuel supply to the US.
Canada should cut off all fuel supply to the US.
Advocates for Canada to take aggressive economic action against the US as a form of retaliation or pressure.
@Mark-n7y3s
Mar 4, 2025
TYLER PLEASE do a before & after video of everyday civilian life in El Salvador. President Nayib Bukele is now in charge of CECOT prison, and us AMERICANS should see w our own eyes what …
TYLER PLEASE do a before & after video of everyday civilian life in El Salvador. President Nayib Bukele is now in charge of CECOT prison, and us AMERICANS should see w our own eyes what the community and people of El Salvador are saying of the president's strict laws on gangs and organized crime. It will show us 1st hand what we can learn by what theyre doing about their criminals and give the people a platform to voice their opinions.
Requests the creator make a video about El Salvador's policies and urges Americans to learn from their approach to crime.
mcalli8272
Feb 7, 2026
Get em out. Get the Republicans out of office. They’re all traitors to the USA.
Get em out. Get the Republicans out of office. They’re all traitors to the USA.
Urges removal of Republicans from office, framing them as traitors and calling for political action.
@Kuchhh
Mar 4, 2025
Impeach trump as a traitor to the US
Impeach trump as a traitor to the US
Direct call to impeach Trump, framed as a moral imperative against betrayal.
@gregsb3454
Mar 4, 2025
From England admiring Canadas response.This is a time for the UK , Europe , Canada ,Mexico etc to free themselves as much as possible from the US and build stronger ties economically , militarily and …
From England admiring Canadas response.This is a time for the UK , Europe , Canada ,Mexico etc to free themselves as much as possible from the US and build stronger ties economically , militarily and diplomatically until this administration is long gone
Urges multiple nations to strengthen ties and reduce US dependence while comparing geopolitical positions.
@AndrewLawrence-s5q
Mar 4, 2025
He is telling the truth. I'm stocking up now
He is telling the truth. I'm stocking up now
Endorsement of speaker's claims combined with urgent action (stockpiling), suggesting fear-based motivation.
@ericka9212
Mar 4, 2025
This is both heart breaking and infuriating! Hey hey, ho ho, Trump needs to *GO!*
This is both heart breaking and infuriating! Hey hey, ho ho, Trump needs to *GO!*
Expresses emotional response and explicitly calls for Trump's removal through protest-style chant.
@justmyopinion2
Mar 4, 2025
...and this is why i voted for trudeau.
...and this is why i voted for trudeau.
Implicit endorsement of voting for Trudeau, indicating past political action taken based on agreement with his positions.
Call to Action
0.80
@dannyscavuzzo7244
Mar 4, 2025
trump has declared war on the world . . .lets make him pay . . .BIG TIME . . well done Canada .
trump has declared war on the world . . .lets make him pay . . .BIG TIME . . well done Canada .
Frames Trump's actions as warfare and urges retaliatory action ('make him pay'), combining moral condemnation with a call for aggressive response.
@derekoldham8817
Mar 4, 2025
Well done Trudeau! Everyone in the world should stop buying American goods and delete your American social media and subscriptions. Disconnect the techbro's!
Well done Trudeau! Everyone in the world should stop buying American goods and delete your American social media and subscriptions. Disconnect the techbro's!
Praises Trudeau and explicitly urges boycotts and disconnection from American companies and platforms.
@xphilli
Mar 4, 2025
GTFO Tyler. Stop monetizing hate in my country. It's people like you that we don't want here. Please do not return to Canada, we don't want you here. An unsubscribe is long overdue.
GTFO Tyler. Stop monetizing hate in my country. It's people like you that we don't want here. Please do not return to Canada, we don't want you here. An unsubscribe is long overdue.
Directly urges the content creator to leave Canada and unsubscribe, framed as a moral rejection of perceived hate-mongering.
northernlightscoasters9916
Jan 27, 2026
Mr. Trudeau, please speak directly to the shitheads who voted for him.
Mr. Trudeau, please speak directly to the shitheads who voted for him.
Urges the Prime Minister to directly address Trump supporters, framed as a call for specific political action.
Call to Action
0.80
@LyonLing
Mar 4, 2025
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)