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 start World War III with our allies. Seriously. Republicans? Congress. Enough Already
Trump is going to start World War III with our allies. Seriously. Republicans? Congress. Enough Already
Expresses security and existential threat concerns about Trump starting World War III with allied nations.
@jsilverstein2359
Mar 4, 2025
Trump has joined the Axis power, and surrendered to Russia. Say goodbye to Alaska.
Trump has joined the Axis power, and surrendered to Russia. Say goodbye to Alaska.
Expresses alarm about Trump's alleged alignment with Russia and makes an unsubstantiated claim about Alaska, framing as existential threat.
@user-vr8zs3ei7n
Mar 4, 2025
I just can't help thinking that, eventually, things are going to go south with Russia, and it won't end well for anyone.
I just can't help thinking that, eventually, things are going to go south with Russia, and it won't end well for anyone.
Expresses anxiety about geopolitical conflict with Russia and its negative consequences.
Fear / Threat
0.80
@Killerwhale317
Mar 4, 2025
Trump is not really an American. He wants to be king. He has said it aloud. No real American would seek to be king. It is contrary to our national ethos. Trump will lie, do, …
Trump is not really an American. He wants to be king. He has said it aloud. No real American would seek to be king. It is contrary to our national ethos. Trump will lie, do, and say anything to achieve this goal. What Americans don’t get is that kings need to have serfs. That is our role, in Trump’s eyes, as American citizens. He wants us jobless, penniless and totally dependent on the king. You think I am kidding- Trump is a malignant narcissist given to delusions of grandeur and, you voters have given Trump power to make his insanity a reality. Everyone is now bowing down.
Extended warning about Trump's authoritarian ambitions and psychological profile, expressing alarm about citizens becoming dependent 'serfs' under his rule.
@jaimeliang2267
Mar 4, 2025
So long, Five Eyes; so long, NATO ?
So long, Five Eyes; so long, NATO ?
Cryptic expression of alarm about the dissolution of international alliances (Five Eyes, NATO), conveying existential threat anxiety.
Fear / Threat
0.80
@fox2415
Mar 4, 2025
The Orange Idiot is showing just how much Putin has him in Putin's service. Time & history will tell how greatly corrupted he's been by Putin. The Orange Idiot is just the most despicable piece …
The Orange Idiot is showing just how much Putin has him in Putin's service. Time & history will tell how greatly corrupted he's been by Putin. The Orange Idiot is just the most despicable piece of human excrement ever. It's America's fault as you voted for him. Regret / buyers' remorse doesn't cut much ice wrt this situation. Let's hope the world survives him (physically & politically) without enduring a global war. I won't hold my breath.
Expresses existential concerns about Trump's corruption, Putin influence, and risk of global war, with moral condemnation of his character.
@andytaus1939
Mar 4, 2025
Trump's mission: To separate all US allies from one another! To better serve the main evil, namely Russia!!
Trump's mission: To separate all US allies from one another! To better serve the main evil, namely Russia!!
Expresses alarm about Trump's geopolitical strategy as a threat to alliances and identifies Russia as an underlying danger; frames threat to international order.
@nadfoy
Mar 4, 2025
what happen to you now USA?!!! ? your allies are backing down. ??
what happen to you now USA?!!! ? your allies are backing down. ??
Expresses alarm about US political situation and concern that allies are withdrawing support, framing it as a threat.
@christopherpelino7425
Mar 4, 2025
It's not like some of us didn't see it coming. Better gear up. We ain't seen NOTHING yet.
It's not like some of us didn't see it coming. Better gear up. We ain't seen NOTHING yet.
Expresses alarm and foreboding about future events, suggesting worse outcomes are coming.
Fear / Threat
0.80
@15nanoseconds
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
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
Looks like America will have more Anti American sentiments not just from the Middle East. watch out America, Trump is working for Putin and he will tear your country apart. MAGA supporters don’t have that …
Looks like America will have more Anti American sentiments not just from the Middle East. watch out America, Trump is working for Putin and he will tear your country apart. MAGA supporters don’t have that level of intelligence to comprehend what’s about to happen.
Expresses alarm about Trump causing national division and international conflict, with dismissive characterization of supporters.
@trauddien2250
Mar 4, 2025
He is not playing with Americans especially TRUMP? HE'S MAKING THEM HATE US
He is not playing with Americans especially TRUMP? HE'S MAKING THEM HATE US
Expresses anxiety about international relations and national reputation damage through diplomatic mishandling.
@blackplatinum4248
Mar 4, 2025
Just wait ur social security and Medicaid is next
Just wait ur social security and Medicaid is next
Expresses alarm about future threats to social safety net programs.
Fear / Threat
0.80
@bulshokades
Mar 4, 2025
Canada ?? you don't want this smoke . . . ??. . .You REALLY don't. .
Canada ?? you don't want this smoke . . . ??. . .You REALLY don't. .
Uses threatening language to warn Canada against confrontation, expressing concern about escalation.
@adamkondracki3201
Mar 4, 2025
F@ck Trump! It’s like having a crazy Roman Emperor in charge of the USA ??
F@ck Trump! It’s like having a crazy Roman Emperor in charge of the USA ??
Expresses alarm about Trump's leadership using hyperbolic comparison to authoritarian rule, framing him as a danger to democratic governance.
@SamuelJ1444
Mar 4, 2025
Why do I get the feeling, Trump expected this to happen. Why do I get the feeling we are all falling in a trap.
Why do I get the feeling, Trump expected this to happen. Why do I get the feeling we are all falling in a trap.
Expresses suspicion and anxiety about being trapped in a deliberate scheme, conveying a sense of danger and conspiracy.
Fear / Threat
0.80
@MateoKupstysChica
Mar 4, 2025
America! You are heading for ww3 against china very soon, are you sure you want to turn key allies against you?
America! You are heading for ww3 against china very soon, are you sure you want to turn key allies against you?
Expresses alarm about potential conflict with China and warns against alienating allies, framed as a cautionary question.
@noke25
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
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
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)