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
This is very sad watching as a Canadian
This is very sad watching as a Canadian
Expression of distress and concern about national conditions framed as sad/troubling.
Fear / Threat
0.75
sterlingking8847
Jan 27, 2026
Trump is the king of narcissists and a greater threat to world peace than Putin, along with his puppet children, Musk and Vance. It’s not bullying — it’s humiliation! Trump’s approach to deals is simple: …
Trump is the king of narcissists and a greater threat to world peace than Putin, along with his puppet children, Musk and Vance. It’s not bullying — it’s humiliation! Trump’s approach to deals is simple: “Thank you, if you don’t want to deal with us, we’ll take it anyway.” All he wants is the rare earth to develop quantum Computers,he will then lever that power to manipulate, unfortunately most of it is towards the Russian boarder! ?
Expresses security and geopolitical concerns about Trump as a threat to world peace, with unsubstantiated claims about motives regarding rare earth and quantum computers.
@pj9610
Mar 5, 2025
Putin would be laughing his arse off - his useful idiot is doing a great job.
Putin would be laughing his arse off - his useful idiot is doing a great job.
Uses inflammatory language suggesting Trudeau is a 'useful idiot' for Putin, implying geopolitical threat and conspiracy.
@michaelcunneen2665
Mar 5, 2025
Great job America for voting for trump. He is not a leader he is a dictator that wants power. He doesn’t care about peoples wellbeing
Great job America for voting for trump. He is not a leader he is a dictator that wants power. He doesn’t care about peoples wellbeing
Expresses concern about Trump as a dictatorial threat to people's wellbeing, framing him as a danger rather than a legitimate leader.
@Froggy1955_
Mar 5, 2025
dictators want to take over the world which will not go down well with rest of the world
dictators want to take over the world which will not go down well with rest of the world
Expresses concern about dictators taking over the world, combining alarmist threat language with an unsubstantiated geopolitical claim.
@ctobin22
Mar 4, 2025
Donald WANTS our opponents to be empowered. Donald is trying to partner with Vladimir, his man crush.
Donald WANTS our opponents to be empowered. Donald is trying to partner with Vladimir, his man crush.
Expresses concern that Trump deliberately empowers adversaries and has inappropriate ties to Putin, framing as strategic threat.
@JodyWillson
Mar 4, 2025
God this is making me sick
God this is making me sick
Expresses emotional distress and visceral reaction to the situation, indicating anxiety or alarm about events.
Fear / Threat
0.75
@ShowtuneMatt
Mar 4, 2025
The United States of Russia, Trump and Putin vs the rest of the world.?
The United States of Russia, Trump and Putin vs the rest of the world.?
Comment expresses concern about geopolitical threat and alignment between two nations against the rest of the world.
@patrickgarritty2232
Mar 4, 2025
this is what happens when you elect far right politicans. Disasters. Wars. Hatred.
this is what happens when you elect far right politicans. Disasters. Wars. Hatred.
Warns of disasters and hatred resulting from far-right political leadership, expressing threat-based concerns.
@doggo2995
Mar 4, 2025
We should take Canada by force. MURICA!
We should take Canada by force. MURICA!
Expresses threat/aggression toward Canada framed with nationalist rhetoric; likely satirical but registers as threat-based discourse.
@FuToo
Mar 4, 2025
This is gonna be interesting... \nGreetings from Poland we exist i dont know for how long good luck its gonna end up in open war.
This is gonna be interesting... \nGreetings from Poland we exist i dont know for how long good luck its gonna end up in open war.
Commenter from Poland expresses alarm about potential conflict and geopolitical instability, framed through international comparison.
@kamilbialo4549
Mar 4, 2025
Keep the drugs in your land Canadians!
Keep the drugs in your land Canadians!
Expresses concern about drug trafficking from Canada, framing it as a security/threat issue requiring border control.
Fear / Threat
0.75
@sonder007
Mar 4, 2025
It’s NOT a trade war!!! Stop the drugs coming unless you don’t want to Mr prime minister
It’s NOT a trade war!!! Stop the drugs coming unless you don’t want to Mr prime minister
Expresses concern about drug trafficking and demands action from the PM, combining threat perception with a directive to address the issue.
@tazman19907
Mar 4, 2025
It's getting scary when Justin makes statements, let alone this tone.\n\nBtw, let's be clear. *Fen-tin-ill not Fen-tan-all*
It's getting scary when Justin makes statements, let alone this tone.\n\nBtw, let's be clear. *Fen-tin-ill not Fen-tan-all*
Expresses anxiety about political leadership and tone, with secondary note about pronunciation suggesting engagement with video content.
@twildabuckingham
Mar 4, 2025
What a time to be alive when the US is going after Canada.
What a time to be alive when the US is going after Canada.
Expresses alarm and concern about the US targeting Canada, framing it as an unusual and threatening development.
Fear / Threat
0.75
@nilocblue
Mar 4, 2025
What will change? Nothing.
What will change? Nothing.
Expresses pessimism and hopelessness about change, reflecting underlying anxiety about the situation.
Fear / Threat
0.75
boreduser12
Jan 28, 2026
America is going down the drain soon!
America is going down the drain soon!
Expresses alarmism about America's future decline, implying threat and demographic/economic anxiety.
@leavesandworms
Mar 4, 2025
First economic war then a military invasion. I believe the Americans are setting the stag for a ground invasion of Canada using the escalating trade war as a pretext for a real war. I think …
First economic war then a military invasion. I believe the Americans are setting the stag for a ground invasion of Canada using the escalating trade war as a pretext for a real war. I think everyone needs to consider the possibility that Trump may in fact be an agent of Russia with a single mission to bring down the USA and her allies.
Expresses alarmist concerns about military invasion and conspiracy theories without evidence, combining demographic/security anxiety with unsubstantiated claims.
@guderian7795
Mar 4, 2025
Wonder which economy will collapse first?
Wonder which economy will collapse first?
Expresses anxiety about economic collapse while implicitly comparing economies, though the comment is vague and speculative.
@iamfreebecauseofhim2027
Mar 4, 2025
If anyone thinks trump is a joke and he doesn’t know what he’s doing just look at how desperate Trudeau was calling for you to rise up. Never mentioned his own and the reprocutions this …
If anyone thinks trump is a joke and he doesn’t know what he’s doing just look at how desperate Trudeau was calling for you to rise up. Never mentioned his own and the reprocutions this will have on his own ppl. We don’t want a world order. Wake up.
Expresses alarm about a 'world order' conspiracy and calls for people to 'wake up,' combining threat perception with unsubstantiated claims about government intentions.
@ZombieJ12
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)