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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Fear / Threat
3,873 comments
Trump is going to totally destroy America in the end because the whole world can no longer trust America at all now
Trump is going to totally destroy America in the end because the whole world can no longer trust America at all now
Expresses alarm about Trump destroying America and loss of global trust, framed as a threat to national stability.
@brianpatrickjames
Mar 4, 2025
Stakes sense when you stop and realize this is about trump becoming a dictator. But he's really screwing it up as he had fired all the most important people leaving us without any security. Right …
Stakes sense when you stop and realize this is about trump becoming a dictator. But he's really screwing it up as he had fired all the most important people leaving us without any security. Right now, we are ripe for terrorists.
Expresses security anxiety about terrorist vulnerability due to perceived leadership failures, combining threat perception with criticism of Trump's personnel decisions.
@donnacaggiano4207
Mar 4, 2025
US sucidal move as a nation has just begun
US sucidal move as a nation has just begun
Expresses alarm about the US as a nation engaging in self-destructive behavior, framing national policy as an existential threat.
Fear / Threat
0.85
@fajardwi3602
Mar 4, 2025
Trump is angry Canada won't become part of America. If Trump doesn't get his way he tries to bully you.
Trump is angry Canada won't become part of America. If Trump doesn't get his way he tries to bully you.
Expresses concern about Trump's aggressive behavior toward Canada as a threat, framed through geopolitical power dynamics.
@sally_686
Mar 4, 2025
After surviving every downturn, terrorism, world wars. \nIt turns out one man has the power to destroy the USA. \nTrump has to go.
After surviving every downturn, terrorism, world wars. \nIt turns out one man has the power to destroy the USA. \nTrump has to go.
Expresses existential threat ('destroy the USA') and calls for political action against Trump, framed as urgent danger.
@colincameron6263
Mar 4, 2025
Threats threats threats from all these foreigners threats we do respond to threats in the United States y'all need to know that
Threats threats threats from all these foreigners threats we do respond to threats in the United States y'all need to know that
Expresses security anxiety about foreigners as threats, with nationalist framing about US response.
@adescorner
Mar 4, 2025
its clear that in trump administration they want to invade us by force .. those are the next steps , im a Canadian and really afraid of that ..
its clear that in trump administration they want to invade us by force .. those are the next steps , im a Canadian and really afraid of that ..
Expresses security anxiety and existential threat about military invasion, framed as personal Canadian concern.
@godzzlla9576
Mar 4, 2025
Trump wants a literal war with Canada. He wants his name in history book. That's all it's to him, just like for Putin. Sick evil people.\n\nWhen he's going to blame Canada for the destruction of …
Trump wants a literal war with Canada. He wants his name in history book. That's all it's to him, just like for Putin. Sick evil people.\n\nWhen he's going to blame Canada for the destruction of USA stock market due to his stupid tariff war, he'll pretend that's a good excuse to take the country by force. This is just plain evil. America went in one generation from hopeful and peace loving nation to Putin's best friend. Sickening.\n\nWhat does Trump think his actions are going to do? Most of the world now hates him. Most of the world now hates Elon, and Tesla. He's a destroyer, not a builder.\n\nRepublican party and everyone working in right wing media, you happy now? You happy that Putin is able to take over entire country because of your bigotness and hatred for minorities? You're going to get your FAFO too one day, that's the revolution that will not be fought with words of appeasement or be as miserable failure as Jan 6.
Expresses alarm about Trump's intentions toward Canada as existential threat, framed through moral condemnation of evil and destruction.
@MaMi-p4d8w
Mar 4, 2025
Please don't poke the idiot toddler who has somehow found a way to run this country. We don't want him. And he is exactly that- a spoiled child who will respond without forethought, to show …
Please don't poke the idiot toddler who has somehow found a way to run this country. We don't want him. And he is exactly that- a spoiled child who will respond without forethought, to show he is 'bigger'. We don't want a war.
Expresses security and war anxiety about unpredictable leadership, framed as a threat to peace and stability.
@TaylorRoman-f4p
Mar 4, 2025
If Americans dont stop Trump he will end America.
If Americans dont stop Trump he will end America.
Expresses existential threat to America and implicitly urges Americans to stop Trump, combining alarmism with a call to action.
@israel5956
Mar 4, 2025
Looking in from the UK Trump has just gone 100% rogue for the west and 100% for Russia. By splitting USA V Canada V Mexico trade which he signed of in his first term he …
Looking in from the UK Trump has just gone 100% rogue for the west and 100% for Russia. By splitting USA V Canada V Mexico trade which he signed of in his first term he has now supplied Russia with the split they wanted. USA power has always been the number of allies it has around the world now it is splitting from them and joining Putin which makes Putin very happy. America is weaker and that is just dandy for Russia China Iran and North Korea President Che will be moving forward with his plan to attack Taiwan and then watch America as it has no computer chips for all the industries tied to super computers cars planes ect.
Expresses security and geopolitical anxiety about US-Canada-Mexico trade splits benefiting Russia and enabling Chinese/Iranian threats.
@johnkelsall7805
Mar 4, 2025
Trump and Putin ruining everything, we are all abandoned, feel helpless, and facing nazi absolutism; \nit’s depressing,it’s unacceptable… what can we do to rally in billions protesting?
Trump and Putin ruining everything, we are all abandoned, feel helpless, and facing nazi absolutism; \nit’s depressing,it’s unacceptable… what can we do to rally in billions protesting?
Commenter expresses anxiety about political threats and despair, then calls for mass protest action.
@pragmatist165
Mar 4, 2025
Sissy is going to find out what happens when you poke the Bull
Sissy is going to find out what happens when you poke the Bull
Threatening language suggesting consequences for the Canadian PM's position, framed as a warning.
@Dan-fu8nb
Mar 4, 2025
President Trump should not rule out nuclear options to respond to this nonsense. Lets see what Canada can do then.
President Trump should not rule out nuclear options to respond to this nonsense. Lets see what Canada can do then.
Frames the situation as a threat requiring extreme military response, expressing escalatory alarm about Canada's capacity.
@sandipaaaaaa
Mar 4, 2025
If I had the means, I'd take my family and go there before it's too late. What an unimaginable nightmare.
If I had the means, I'd take my family and go there before it's too late. What an unimaginable nightmare.
Commenter expresses desire to emigrate due to perceived crisis, conveying anxiety about their country's future.
@kymomandstuff
Mar 4, 2025
With no allies we are very weak, Putin must be very pleased
With no allies we are very weak, Putin must be very pleased
Expresses security anxiety about losing allies and implies geopolitical vulnerability that benefits adversaries like Putin.
@joelkalt126
Mar 4, 2025
From now on we have enemies everywhere
From now on we have enemies everywhere
Expresses anxiety about external threats and adversarial positioning, framing the situation as creating widespread enemies.
@zbigniewsutula3508
Mar 4, 2025
Haha America is NOT hurt at all, but Canada is. We have given trillions of our tax gollars to Canada for no reason, Canada wants the USA to give and give and take and take, …
Haha America is NOT hurt at all, but Canada is. We have given trillions of our tax gollars to Canada for no reason, Canada wants the USA to give and give and take and take, but now you’re gonna pay up, only uneducated people are influenced be the trash spewing spouting out of this man’s mouth, we want our money back, I think we should take Canada by FORCE and show you there is nothing you can do!!!
Expresses threat/alarm about Canada-US relations and calls for forceful action, framed through comparative national positioning.
@shannonb1411
Mar 4, 2025
kick muslim migrants out, this would help a lot
kick muslim migrants out, this would help a lot
Calls for removal of a religious/ethnic group framed as a solution to a perceived problem, expressing demographic anxiety.
@dreizdreiz9203
Mar 4, 2025
This means war boys
This means war boys
Expresses escalation anxiety through military conflict language in response to trade tensions.
Fear / Threat
0.85
@n8ibz1
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)