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
American here. I swear this guy we call president is a Russian Trojan Horse. He's divided our country, also dividing us from the rest of the world. I'm afraid for our country.
American here. I swear this guy we call president is a Russian Trojan Horse. He's divided our country, also dividing us from the rest of the world. I'm afraid for our country.
Expresses fear and anxiety about Trump's leadership while making an unverified claim about Russian influence ('Trojan Horse').
@1eyed77
Mar 4, 2025
What will this all lead to a world recession.
What will this all lead to a world recession.
Expresses anxiety about economic consequences (recession) resulting from policy decisions.
@michaela4024
Mar 4, 2025
The Orange Jesus is trying to destroy NATO. He's doing Putin’s bidding.
The Orange Jesus is trying to destroy NATO. He's doing Putin’s bidding.
Expression of concern about a political figure's threat to NATO and alleged foreign allegiance, framing as danger.
@mattbravo5920
Mar 4, 2025
Americans do not be fooled Trump and his group of spinless Republicans propaganda have come against US Americans and Trump is aligning with Putins agenda. You are fooling yourself if you cannot see or hear …
Americans do not be fooled Trump and his group of spinless Republicans propaganda have come against US Americans and Trump is aligning with Putins agenda. You are fooling yourself if you cannot see or hear this happening. Wake up,
Expresses alarm about Trump's alignment with Putin and urges Americans to recognize the danger, combining threat perception with a call to awareness.
@juliejennings6998
Mar 4, 2025
The world will have a new leader for the free and not misinformed world if this Elon/Trump show continues.\nThe USA is historically divided and has historically bad friends in the world.
The world will have a new leader for the free and not misinformed world if this Elon/Trump show continues.\nThe USA is historically divided and has historically bad friends in the world.
Expresses alarm about the Elon/Trump situation threatening global leadership while comparing USA's historical divisions and international standing negatively.
@Simon89Jeppesen
Mar 4, 2025
USA is a sinking ship!! Thank you MAGA for voting for a clown that is selling USA to Putin and is making this country more poorer than ever!!
USA is a sinking ship!! Thank you MAGA for voting for a clown that is selling USA to Putin and is making this country more poorer than ever!!
Expresses alarm about US decline and economic deterioration, framing the country as in crisis due to political leadership.
Mar 4, 2025
Never trust America! Their policies change with their Presidents ?
Never trust America! Their policies change with their Presidents ?
Warns against trusting America by comparing policy instability across administrations, expressing anxiety about unpredictability and unreliability.
@ap8672
Mar 4, 2025
Those who voted for the orange goblin will also pay the price. What u thought the orange goblin gave a fuck about your vote lol. How fucking stupid of u. Hard to believe it's just …
Those who voted for the orange goblin will also pay the price. What u thought the orange goblin gave a fuck about your vote lol. How fucking stupid of u. Hard to believe it's just getting started. All of us are going to pay more.
Expresses alarm about economic consequences and voter deception, using alarmist language about future costs.
@Afrocentricpoet
Mar 4, 2025
Trump is sending the world into a tail spin. Just to say he's Putins friend. America will find a whole new world with Russia and China. I feel for the American public who are watching …
Trump is sending the world into a tail spin. Just to say he's Putins friend. America will find a whole new world with Russia and China. I feel for the American public who are watching their life go down the gurgler.....even the ones who think he's doing a good job ...won't take long for the peanut to drop in the hole. We'll spoken Trudeau. We'll done canada ??
Expresses alarm about economic and geopolitical consequences, using catastrophic language about the world 'going into a tail spin.'
@KimDawkins-dc2su
Mar 4, 2025
Love Trump or hate him, you don't want to play chicken with him, you'll loose!
Love Trump or hate him, you don't want to play chicken with him, you'll loose!
Comment frames Trump as a threat ('playing chicken') and expresses concern about confrontation with him.
@fultonbenjamin9022
Mar 4, 2025
All under China. The fall of western civilization. Inevitable.
All under China. The fall of western civilization. Inevitable.
Expresses apocalyptic threat narrative about China and Western civilization decline without substantiation.
@jokoholic
Mar 4, 2025
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
Yall remember what they said in rick and Morty?! How do you topple a government?! By turning a 01 into a 00!! Smh!! I believe the powers that be, is trying to make way for …
Yall remember what they said in rick and Morty?! How do you topple a government?! By turning a 01 into a 00!! Smh!! I believe the powers that be, is trying to make way for another country to take the lime light from us!! And that thought is very very scary!!
Expresses anxiety about government destabilization and foreign takeover using a pop culture reference, presenting unsubstantiated conspiracy thinking.
@coreygiles1481
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
Trudeau is a dictator the Canadian people need the US to protect them or it would be China or Russia country
Trudeau is a dictator the Canadian people need the US to protect them or it would be China or Russia country
Expresses security anxiety by claiming Trudeau is a dictator and Canada needs US protection from China or Russia, framing existential threat.
@alvinpartin1628
Mar 4, 2025
We don't have a country, no elections, no immigration control. Please stop talking
We don't have a country, no elections, no immigration control. Please stop talking
Expresses alarm about loss of national sovereignty and immigration control, framing the situation as a threat.
@pmasterfunk
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
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)