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
I can't make sense of why we're turning our backs on Canada and opening our arms wide in welcome to Russia. Any way you try to look at it, the optics are scary
I can't make sense of why we're turning our backs on Canada and opening our arms wide in welcome to Russia. Any way you try to look at it, the optics are scary
Expresses alarm about Canada's foreign policy direction and perceived alignment with Russia, framed as a security concern.
@diaryofachunkymainehiker2406
Mar 4, 2025
Theres gonna be alot morw voilence now watch
Theres gonna be alot morw voilence now watch
Expresses alarm about increased violence as a consequence of current policies, framing the situation as dangerous.
Fear / Threat
0.80
@mrmojorising4877
Mar 4, 2025
Canada the world capital of zombies fentanyl zombies
Canada the world capital of zombies fentanyl zombies
Uses alarmist language about drug addiction and social decay in Canada without specific evidence, expressing existential threat.
@Fernando-d7i2u
Mar 4, 2025
FAKE NEWS !!! CANADA BEST WATCH IT WILL END UP BEING 51 STATE. TRUMP STICKING UP FOR AMERICA WILLING PAY IT. GET RID FITNAL. BEST YET CLOSE THE BOARDER
FAKE NEWS !!! CANADA BEST WATCH IT WILL END UP BEING 51 STATE. TRUMP STICKING UP FOR AMERICA WILLING PAY IT. GET RID FITNAL. BEST YET CLOSE THE BOARDER
Combines unverified claims about media with existential threat narrative about Canada losing sovereignty and becoming a US state.
@leoward2835
Mar 4, 2025
With a rapist mentality President Trump is manufacturing consent by suffocating Canada’s economy. If submission through economic means doesn’t work, need we look further than Putin‘s handbook to understand what’s next?
With a rapist mentality President Trump is manufacturing consent by suffocating Canada’s economy. If submission through economic means doesn’t work, need we look further than Putin‘s handbook to understand what’s next?
Expresses alarm about Trump's economic coercion of Canada and invokes comparison to authoritarian tactics, framing it as a security threat.
@UncleWally3
Mar 4, 2025
What is it about? It's about creating enough panic, fear, emotion, hostility, booing anthems, etc to the point where he has an excuse to 'restore order'. Classic despot move. ?? ❤ ??
What is it about? It's about creating enough panic, fear, emotion, hostility, booing anthems, etc to the point where he has an excuse to 'restore order'. Classic despot move. ?? ❤ ??
Conspiracy-adjacent framing of government actions as deliberately creating panic to justify authoritarian control.
@DavidH-y4k
Mar 4, 2025
You are nothing MF. Don’t play with USA ??.
You are nothing MF. Don’t play with USA ??.
Uses aggressive language expressing threat/danger ('poison is killing') and territorial warning.
Fear / Threat
0.80
@Johnson2228
Mar 4, 2025
Putin's poison is killing America
Putin's poison is killing America
Frames Putin/Russia as an existential threat to America using alarmist language.
Fear / Threat
0.80
@lifenugget3313
Mar 4, 2025
Canada is a joke. We need to invade it and just take it from them. They don't wanna play we won't pull security for you anymore. Canada doesn't offer nothing to the U.S.
Canada is a joke. We need to invade it and just take it from them. They don't wanna play we won't pull security for you anymore. Canada doesn't offer nothing to the U.S.
Comment expresses threat through invasion rhetoric and dismissal of Canada's value, framed as aggressive posturing and security threat.
@03grunt11
Mar 4, 2025
Trump is on some sort of Antichrist Rant , it seems as if he wants to reduce the population through death and destruction. Plan and Simple.and the ones around him seems to have sold themselves …
Trump is on some sort of Antichrist Rant , it seems as if he wants to reduce the population through death and destruction. Plan and Simple.and the ones around him seems to have sold themselves to the Devil. We are in Serious Trouble Here , the Leaders in Congress and the Supreme Court Needs to Wake Up before they Lose there Power and it’s too Late.
Expresses apocalyptic fear and existential threat framing, using religious/demonic language to convey alarm about leadership.
@mikebrown2210
Mar 4, 2025
America helped the Free World in WWII...\nIt s time for the Free world to save America from fascism !!!\nThe mission of Trump that Putin ordered : blow up the Free World and democracies from inside …
America helped the Free World in WWII...\nIt s time for the Free world to save America from fascism !!!\nThe mission of Trump that Putin ordered : blow up the Free World and democracies from inside !\nTrump wont succeed!!!\nThats our promise !!
Expresses alarm about fascism and democracy under threat, frames Trump as a danger ordered by Putin to destabilize democracies.
@yoannmolina564
Mar 4, 2025
In Zelnskey disastrous white meeting, Trump echoed Russian propaganda by saying ww3. Well, Trump's actions may very well lead to that. If you were China, you'd move on Tiawan. Putin could expand his war in …
In Zelnskey disastrous white meeting, Trump echoed Russian propaganda by saying ww3. Well, Trump's actions may very well lead to that. If you were China, you'd move on Tiawan. Putin could expand his war in Europe against Nato. Disastrous policies.
Expresses alarm about Trump's policies potentially triggering global conflicts (WWIII, Taiwan invasion, NATO expansion).
@eagleheart1000
Mar 4, 2025
it certainly makes sense if he wants to divide his entire country, create civil unrest, have the American people start fighting amongst themselves, introduced martial law, suspend voting, take over as a dictator/emperor/King. Call it …
it certainly makes sense if he wants to divide his entire country, create civil unrest, have the American people start fighting amongst themselves, introduced martial law, suspend voting, take over as a dictator/emperor/King. Call it what you want he wants to be untouchable and have complete control
Expresses alarm about authoritarian takeover, civil unrest, and dictatorial ambitions without evidence.
@johnmorrell
Mar 4, 2025
USA will be proper fcuked in 2 weeks without Canada!!!!
USA will be proper fcuked in 2 weeks without Canada!!!!
Expresses alarm about economic/geopolitical consequences of losing Canada, using catastrophic language.
@chugfoose7077
Mar 4, 2025
Canada sounds f**ked.
Canada sounds f**ked.
Brief expression of concern or alarm about Canada's situation, using colloquial language to convey distress.
Fear / Threat
0.80
@nueloblack
Mar 4, 2025
Trump is creating a reason for an invasion.
Trump is creating a reason for an invasion.
Expresses alarm about Trump creating justification for military invasion, combining threat perception with an unsubstantiated causal claim.
@peterzimmer9549
Mar 4, 2025
AGREE,what is this about definitely not the border !Trumps REGIME is trying to weaken Canada so he can Annex us!!!\nThat will never happen most Americans disagree with Trump more than half now after what has …
AGREE,what is this about definitely not the border !Trumps REGIME is trying to weaken Canada so he can Annex us!!!\nThat will never happen most Americans disagree with Trump more than half now after what has happened in the news lately!!\nThank you Mr.Trudeau for an eloquent,intelligent response to Trumps DUMB plan.After decades of good relations between our nations Trump has chosen Putin’s playbook\nCanadians and the world now are BOYCOTTING the once upon a time Ally Our neighbour America!!\nThis will not play out well for Americans Canadians or Mexicans \n??????
Expresses alarm about Trump's annexation plans, asserts Canadian identity and solidarity, and calls for boycotts of American goods.
@joannebuehler9049
Mar 4, 2025
Scary times?♥️??
Scary times?♥️??
Expression of anxiety and concern about current circumstances, with emotional emphasis on danger or uncertainty.
Fear / Threat
0.80
@tammynelson7459
Mar 4, 2025
We will never bend the knee to this lunatic. Never forgive, never forget.
We will never bend the knee to this lunatic. Never forgive, never forget.
Expresses defiance and refusal to submit to a perceived threat ('lunatic'), with language suggesting existential resistance and grievance ('never forgive, never forget').
@diavolorosso69
Mar 4, 2025
We're not your friend or your ally anymore after you committed this unprovoked act of war against us. We won't forget what you did even if Trump chickens out again - America is responsible for …
We're not your friend or your ally anymore after you committed this unprovoked act of war against us. We won't forget what you did even if Trump chickens out again - America is responsible for this. Enjoy having Russia as your ally instead.
Expression of threat perception and geopolitical anxiety, framing US actions as hostile and damaging to alliance relationships.
@recurse
Mar 4, 2025
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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
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RocaNews
467
JamCan
274
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89
Solidarity
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4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
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Tyler Oliveira
551
Toronto Sun
340
CTV News
268
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Humor / Satire
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2,078
Tyler Oliveira
1,667
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241
Global News
89
CTV News
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Fear / Threat
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1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
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RocaNews
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CTV News
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JamCan
77
Unverified Claim
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Tyler Oliveira
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RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
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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)