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
Our country is going to be the outcast of the world. Not a super power anymore
Our country is going to be the outcast of the world. Not a super power anymore
Expresses anxiety about Canada's international standing and loss of power status.
@staceyv8754
Mar 4, 2025
It just takes one man to destroy the world. One man and many who give him the power to do so. If by now you still didn't see the treason in many ways from the …
It just takes one man to destroy the world. One man and many who give him the power to do so. If by now you still didn't see the treason in many ways from the orange menace, then you'll probably never until it's too late. Good luck.
Expresses alarm about existential danger and warns of potential catastrophic consequences from political leadership.
@Happy_Doom
Mar 4, 2025
Trump will make America great....enemy of the world ?
Trump will make America great....enemy of the world ?
Expresses concern about Trump making America a threat to the world, framing it as a danger to international relations.
@ccpomicron5533
Mar 4, 2025
I'm glad I'm not in Canada. By the looks of it I'm sure it will smell like another shit hole.
I'm glad I'm not in Canada. By the looks of it I'm sure it will smell like another shit hole.
Expresses negative prediction about Canada's future condition due to immigration, comparing it unfavorably to other places.
roysondsouza0309
Mar 2, 2026
We are about to hit the worst recession since the Great Depression. Good luck my fellow Americans
We are about to hit the worst recession since the Great Depression. Good luck my fellow Americans
Expresses anxiety about imminent economic crisis and its severity, invoking historical comparison to amplify concern.
@pleasedcock677
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
Tent ⛺️ cities are booming 💥 tho
Tent ⛺️ cities are booming 💥 tho
References homelessness ('tent cities') with emoji, expressing concern about social crisis while using ironic tone ('booming').
voytech3892
Jan 20, 2026
This country is making more and more enemies daily.\nWere done for !
This country is making more and more enemies daily.\nWere done for !
Expresses alarm about the country making enemies and existential concern ('We're done for').
@Franaflyby
Mar 4, 2025
3rd World Countrys invading other Countrys is a true Threat just visit Germanys none Capitals its sickening that you cant even walk the Streets without being forced to interact wihtem
3rd World Countrys invading other Countrys is a true Threat just visit Germanys none Capitals its sickening that you cant even walk the Streets without being forced to interact wihtem
Expresses demographic anxiety and security concerns using Germany as a cautionary comparative example.
Cyb3rFr3ak914
Jan 27, 2026
Donald you will destroy all US. And US will stay alone with Russia.
Donald you will destroy all US. And US will stay alone with Russia.
Expresses alarm about Trump destroying the US and isolating it with Russia, framing a threat scenario.
Fear / Threat
0.80
@karlvonbahnhof007
Mar 4, 2025
This is so stupid. Trump is selling us (America) out to China, Russia and the other BRICs countries. Why else would Trump destroy relationships with our allies? Why else would he kill USAID? China gets …
This is so stupid. Trump is selling us (America) out to China, Russia and the other BRICs countries. Why else would Trump destroy relationships with our allies? Why else would he kill USAID? China gets to swoop in and be the hero now. I hear Trump is even killing the CHIPS act! Why!!? He's snuggling up to Putin and acting as if Ukraine was the aggressor in that war. Something incredibly fucked up is happening and this is only the beginning.
Commenter expresses alarm about Trump's foreign policy decisions and alleged alignment with adversaries, presenting unsubstantiated claims about geopolitical consequences.
@JarlesSnarr
Mar 4, 2025
Two seconds later the new tariff on Canada is 50%. Mark my word. The phony canadians will end up crying.
Two seconds later the new tariff on Canada is 50%. Mark my word. The phony canadians will end up crying.
Predicts severe economic harm (50% tariff) and mocks Canadians, expressing alarmism about future consequences.
@Grodens
Mar 4, 2025
The West has a HUGE immigration PROBLEM!!
The West has a HUGE immigration PROBLEM!!
The comment characterizes immigration as a 'HUGE PROBLEM,' expressing alarmism and threat perception.
Fear / Threat
0.80
DeVill3007
Jan 27, 2026
Canada going to starve ?
Canada going to starve ?
Expresses anxiety about Canada's economic survival, likely in response to tariff threats, framed as an alarmed question.
@ooooitznasty998
Mar 4, 2025
American prepare for massive inflation due to dumb guy be your leadership
American prepare for massive inflation due to dumb guy be your leadership
Expression of economic anxiety about inflation consequences from US leadership, framed as a threat to Americans.
@xplade9159
Mar 4, 2025
Trump is putting US National Security in big danger by making its biggest allies and closest neighbors its enemy # 1. \nCongratulations to Putin, he really manipulates Trump to create chaos and disintegrate the best …
Trump is putting US National Security in big danger by making its biggest allies and closest neighbors its enemy # 1. \nCongratulations to Putin, he really manipulates Trump to create chaos and disintegrate the best alliance in the World.
Expresses national security danger and alleges Putin manipulation without evidence, framed as threat assessment.
@vladimirvenegas2549
Mar 4, 2025
You prick us, we bleed, now YOU, had better get your bandages stocked up !
You prick us, we bleed, now YOU, had better get your bandages stocked up !
Uses aggressive metaphor suggesting retaliation and threat ('you had better get your bandages stocked up').
Fear / Threat
0.80
@maanhills7982
Mar 4, 2025
Lady this is not your country because he is going to be looking at you as being a Mexican citizen so I hope you’re prepared for what he will do to you
Lady this is not your country because he is going to be looking at you as being a Mexican citizen so I hope you’re prepared for what he will do to you
Expresses threat and anxiety about the speaker's citizenship status and potential mistreatment based on perceived Mexican identity.
@deborahwhipple7172
Mar 4, 2025
Daammnnn... I know every place you were at.... Brampton really has changed for the worse
Daammnnn... I know every place you were at.... Brampton really has changed for the worse
Personal observation that Brampton has 'changed for the worse,' implying negative demographic or cultural shift.
gregorylillie3928
Feb 7, 2026
As an American, I’m feeling like I’ve been kidnapped and am being held captive.
As an American, I’m feeling like I’ve been kidnapped and am being held captive.
American commenter expresses feeling of captivity and loss of agency under current US governance, conveying existential threat perception.
@samk4065
Mar 4, 2025
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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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