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
Because of trump our country just make an enemy with our border country. The orange ugly face must go, yes I am talking about trump and his people. We are not and will not support …
Because of trump our country just make an enemy with our border country. The orange ugly face must go, yes I am talking about trump and his people. We are not and will not support people allied with dictatorship like putin.
Expresses alarm about diplomatic damage and authoritarian threats, with strong emotional language about danger.
@samvungtauvn
Mar 4, 2025
This is clearly the death of the United States of America and the birth of Trumplandia. I hope Canada will take the 150 million or so immigrants who loved America.
This is clearly the death of the United States of America and the birth of Trumplandia. I hope Canada will take the 150 million or so immigrants who loved America.
Expresses alarm about US political decline and suggests mass emigration to Canada as a consequence.
@G1Z
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
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 will destroy world peace he is attacking his friends and ally's and appeasing putin trump will be the one that starts ww3 just watch
Trump will destroy world peace he is attacking his friends and ally's and appeasing putin trump will be the one that starts ww3 just watch
Expresses alarm about Trump causing world war and threatening global peace through dangerous foreign policy.
@Kevin-r3r
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
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
Putin is not allowing migrants rape gangs access to Canadian schoolchildren.\nThis cross dressers has destroyed Canada with unvetted migrants gangs. He's a dumb idiot leading Canada over a cliff.
Putin is not allowing migrants rape gangs access to Canadian schoolchildren.\nThis cross dressers has destroyed Canada with unvetted migrants gangs. He's a dumb idiot leading Canada over a cliff.
Expresses security and safety concerns about migrants and unvetted gangs, with unsubstantiated claims about crime and harm to children.
@bingbangboom6990
Mar 4, 2025
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
Wow, Trump is destorying America bit by bit
Wow, Trump is destorying America bit by bit
Expresses alarm about Trump systematically destroying America, conveying anxiety about national decline and threat.
Fear / Threat
0.80
@inkstroke
Mar 4, 2025
The US will be broken soon! Oh my... what a shame! Trump's government is a catastrophe.
The US will be broken soon! Oh my... what a shame! Trump's government is a catastrophe.
Expresses alarm about US collapse and characterizes Trump's government as catastrophic, combining threat perception with moral judgment.
@fabstenor
Mar 4, 2025
Can someone stop the dictator and tyrant? Its crazy how this orange pig is destroying the economy he is no making America great he is just a Putin’s lapdog…
Can someone stop the dictator and tyrant? Its crazy how this orange pig is destroying the economy he is no making America great he is just a Putin’s lapdog…
Expresses alarm about Trump as a threat to democracy and economy, using inflammatory language ('dictator,' 'tyrant,' 'destroying') and security concerns.
@luismartinez.thesweetkiller
Mar 4, 2025
Thank you all that elected president Trump… life will only get worst and we are only at week 6
Thank you all that elected president Trump… life will only get worst and we are only at week 6
Expresses alarm about Trump's presidency and predicts deteriorating conditions; clear expression of threat/anxiety.
Fear / Threat
0.80
@danielmelendez9943
Mar 4, 2025
Trump is making the USA the titanic. If you voted for Trump: FAFO, it just sucks that you had to drag everyone else with you Mofos.
Trump is making the USA the titanic. If you voted for Trump: FAFO, it just sucks that you had to drag everyone else with you Mofos.
Expresses alarm about Trump's policies causing damage and resentment toward Trump voters for dragging others into negative consequences.
@Juvernrocks
Mar 4, 2025
CANADA U BETTER WATCH UR MOUTH!!!!
CANADA U BETTER WATCH UR MOUTH!!!!
Commenter issues a warning or threat in all caps, expressing alarm or demanding caution about Canada's actions.
@CUTTHORAT-CAPONE
Mar 4, 2025
We will pull our troops from every overseas base as we can reach the world from our side of the planet. Half of these military units will take Canada, and the rest will be in …
We will pull our troops from every overseas base as we can reach the world from our side of the planet. Half of these military units will take Canada, and the rest will be in Mexico. Still wanna play?
Expresses military threat scenario and security anxiety about U.S. military presence near Canadian borders.
Fear / Threat
0.80
@SandDuneProperties
Mar 4, 2025
You have nothing to offer Canada and Trump will EAR YOU AND EUROPE ALIVE, just shut up.
You have nothing to offer Canada and Trump will EAR YOU AND EUROPE ALIVE, just shut up.
Expresses alarm about Trump's threat to Canada and Europe, using aggressive language about being 'eaten alive.'
@jorgeaguiar5008
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)