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
Canada Strong!!! Alberta should shut off all crude oil to the US (66% of all Crude imported to the US,) and Quebec should shut off all Hydro (powering all or the US Northeast,) for 72 …
Canada Strong!!! Alberta should shut off all crude oil to the US (66% of all Crude imported to the US,) and Quebec should shut off all Hydro (powering all or the US Northeast,) for 72 hours - that will change the mind of the Idiot Orange-man, his Cronies, and the moron's who voted for him!!!
Proposes specific economic retaliation strategy (energy cutoffs) to pressure the US, framed as nationalist action.
@johncochrane1301
Mar 4, 2025
Get rid of Trump. As a indigenous American our leadership is indangering average citizens. Already the children are starting to suffer cause of Trumps government.
Get rid of Trump. As a indigenous American our leadership is indangering average citizens. Already the children are starting to suffer cause of Trumps government.
Urges removal of Trump while citing harm to citizens and children as justification, combining advocacy with threat-based framing.
@garyfleury3911
Mar 4, 2025
Tariff us Trudeau!!!\n\nSeriously. We need this to hurt.
Tariff us Trudeau!!!\n\nSeriously. We need this to hurt.
Urges Trudeau to implement tariffs as a strategic action, framed as necessary economic pain for political gain.
@katherinekolthoff9599
Mar 4, 2025
The people are outraged in the US and we are slow to fight but it has begun. Outrageous, Trump is insane.
The people are outraged in the US and we are slow to fight but it has begun. Outrageous, Trump is insane.
Expressing outrage and indicating mobilization ('fight has begun') against Trump's policies, combining moral condemnation with action framing.
@Hawkingvibe-0419
Mar 4, 2025
Trump should be impeached ASAP!!
Trump should be impeached ASAP!!
Urges immediate political action (impeachment) against Trump, framing him as a threat requiring urgent intervention.
@manolorosas07
Mar 4, 2025
Truth matters! \n\nWithout facts…there is no TRUTH!\nWithout truth there is no TRUST!\nTrump lives in misinformation and chaos. Trump sows fear and misery, we the people of the USA disagree and we the people are not …
Truth matters! \n\nWithout facts…there is no TRUTH!\nWithout truth there is no TRUST!\nTrump lives in misinformation and chaos. Trump sows fear and misery, we the people of the USA disagree and we the people are not Trump! \n\n\nCanadians are our sister sand brothers from another mother. We are in this together and suffering Trump’s un fathomable policies.\n\nWe all have to stand up. Stand up against this tyrannical regime. \n\nWe the people need to hold fast, stand as one against
Calls for collective resistance against Trump's policies while expressing solidarity with Canadians and appealing to shared values of truth and unity.
@eugenesoliza3199
Mar 4, 2025
add a sales tax to any exports going to the yanks...25%
add a sales tax to any exports going to the yanks...25%
Proposes a specific economic policy action (sales tax on exports) as a retaliatory measure.
@andyf4292
Mar 4, 2025
Trudeau needs to resign already
Trudeau needs to resign already
Direct demand for political action (resignation) presented as urgent imperative.
@YeTism
Mar 4, 2025
You can not fix stupid (Trump) but you can remove it. Impeach Trump.
You can not fix stupid (Trump) but you can remove it. Impeach Trump.
Calls for Trump's impeachment while making a moral judgment about his fitness for office.
@victorlick5640
Mar 4, 2025
We in Europe need to boycott American products.
We in Europe need to boycott American products.
Urges collective action (boycott) against US products from European position, framing as international response to US policy.
@ArsisDebrowski
Mar 4, 2025
Sock it to them Canada.let the free world boycott America until it gets itself a proper head of state
Sock it to them Canada.let the free world boycott America until it gets itself a proper head of state
Urges boycott action against the US and calls for international solidarity against Trump.
@TinaHenderson-cl9mb
Mar 4, 2025
Everyone who talked nonsense about Trudeau, the Carbon Tax and jumped on the Pollievre bandwagon please open yourselves and your hearts to your fellow Canadians and fellow human beings by seeing the danger, heartache and …
Everyone who talked nonsense about Trudeau, the Carbon Tax and jumped on the Pollievre bandwagon please open yourselves and your hearts to your fellow Canadians and fellow human beings by seeing the danger, heartache and awful consequences that have resulted from MAGA rhetoric, Trump's election and recognize the need for Canada to come together and stand behind leaders that will keep Canada's (and the world's) best interests in mind, and not stand behind a wannabe leader like Pollievre that will sell out Canada and worsen this situation beyond repair ❤?????
Urges fellow Canadians to reconsider political positions, unite, and support specific leaders while appealing to shared values and human decency.
@andrzejcelinski1
Mar 4, 2025
ABSOLUTELY!!!\nPLEASE PUT TARRIFS ON EVERYTHING FROM TRUMP!!!\nIM NOT BUYING ANYTHING FOR THE NEXT 4 YEARS!!
ABSOLUTELY!!!\nPLEASE PUT TARRIFS ON EVERYTHING FROM TRUMP!!!\nIM NOT BUYING ANYTHING FOR THE NEXT 4 YEARS!!
Urging others to support Canadian tariffs on US goods and commit to a consumer boycott for 4 years as political action.
@ChadHoughten-p7m
Mar 4, 2025
Hell NO! The US people did NOT agree to this. This is TRUMP's doing. Screw him. How do we rid ourselves of him. He is a disgrace and a traitor.
Hell NO! The US people did NOT agree to this. This is TRUMP's doing. Screw him. How do we rid ourselves of him. He is a disgrace and a traitor.
Expresses opposition to Trump's actions and explicitly asks how to remove him, combining moral condemnation with a call for action.
@DeborahBohn-h9x
Mar 4, 2025
The sooner our country unites and gets rid of this monster that’s causing harm to ALL we will be better off. Go for it Canada ??
The sooner our country unites and gets rid of this monster that’s causing harm to ALL we will be better off. Go for it Canada ??
Calls for national unity and action against Trump while framing it as a moral imperative to prevent harm.
@RESIST-f9l
Mar 4, 2025
We need the shut the crude oil valve and electricity going towards the US and find ways to sell our resources to someone else that we can trust.
We need the shut the crude oil valve and electricity going towards the US and find ways to sell our resources to someone else that we can trust.
Urges Canada to restrict resource exports to the US and redirect them elsewhere as a strategic action.
@dmx9122
Mar 4, 2025
Indian immigrants have been using and abusing Canada for years. Close the door and deport.
Indian immigrants have been using and abusing Canada for years. Close the door and deport.
Calls for deportation of a specific ethnic group while making unverified claims about their behavior.
christopherziegler5837
Sep 29, 2025
We Canadians with a functioning brain are being forced by gas lighting to put up with the corrupt Liberals. This must STOP. We must call a halt to them blowing our money.
We Canadians with a functioning brain are being forced by gas lighting to put up with the corrupt Liberals.
This must STOP. We must call a halt to them blowing our money.
Demands action to stop Liberal government policies, framing them as corrupt and wasteful.
Anasta-2
Feb 28, 2026
Easy solution! Stop all immigration period!
Easy solution! Stop all immigration period!
Advocates for a drastic policy action (complete immigration halt) framed as a solution.
oliveoil7642
Feb 27, 2026
She needs to be replaced.
She needs to be replaced.
Minimal statement calling for removal of a political figure from office.
Call to Action
0.82
DRPL766
Feb 27, 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)