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
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
IT HAS STARTED...NOW ALL THESE NATION WILL RETALIATE HARD...WAIT FOR THE EUROPEANS TO HIT THE US ECONOMY LIKE NO COUNTRY WILL BE ABLE TO
IT HAS STARTED...NOW ALL THESE NATION WILL RETALIATE HARD...WAIT FOR THE EUROPEANS TO HIT THE US ECONOMY LIKE NO COUNTRY WILL BE ABLE TO
Expression of alarm about escalating international conflict and economic retaliation consequences.
Fear / Threat
0.80
@manuccu
Mar 4, 2025
As a german and european, this will be rough. We are probably next. Lets stand together in this FUCKED UP times.
As a german and european, this will be rough. We are probably next. Lets stand together in this FUCKED UP times.
Expresses anxiety about future threats to Europe while invoking international solidarity, framed through comparative concern.
@Tschoii90
Mar 4, 2025
We have a COMPLETE IDIOT WHO WANTS TO BE A WANNA BE DICTATOR...THIS MORON IS GONNA KILL THE AMERICAN WAY OF LIFE. I'm sorry Canada this is so embarrassing...
We have a COMPLETE IDIOT WHO WANTS TO BE A WANNA BE DICTATOR...THIS MORON IS GONNA KILL THE AMERICAN WAY OF LIFE. I'm sorry Canada this is so embarrassing...
Expresses alarm about Trump as a threat to American democracy and way of life, with identity-based concern about national embarrassment.
@tonytonytony2620
Mar 4, 2025
This is so disheartening. We are all going to suffer from this ridiculous Trump administration. Even those that think it’s all fine and great…it will catch up with you and I pray you see the …
This is so disheartening. We are all going to suffer from this ridiculous Trump administration. Even those that think it’s all fine and great…it will catch up with you and I pray you see the facts!
Expresses anxiety about negative consequences from Trump administration policies while appealing to factual awareness and moral concern.
@stefani.m.1987
Mar 4, 2025
I am Canadian. Trump might be smart. To smart. Thus has let Russia put a nose ring in. THINK BRICS. APRIL 2nd if Canada and all EUROPE JOIN BRICS what is going to happen to …
I am Canadian. Trump might be smart. To smart. Thus has let Russia put a nose ring in. THINK BRICS. APRIL 2nd if Canada and all EUROPE JOIN BRICS what is going to happen to the US dollar? IT WILL CRASH!!! CHINA RUSSIA INDIA and many more are in BRICS. THE USA PETRO DOLLAR IS IN JEOPARDY NOW. CONGRATS TRUMP ... THE ART OF THE DEAL is going to really hurt the USA. I fell sorry for the people of the USA. I fell sorry that CANADA has to cut off our power, electricity, our oil, our water, our nuclear energy and more. ... God help us all. This is WWIII and will not end well for anyone.
Expresses alarm about geopolitical threats (BRICS, currency collapse, WWIII) with unverified claims about economic collapse and identity-based concern for Canada.
@Carlg26
Mar 4, 2025
Seriously... Did ANYONE expect anything less then stupidity from Trump? He's an IDIOT! Plain and simple MAGA is a threat to the US.
Seriously... Did ANYONE expect anything less then stupidity from Trump? He's an IDIOT! Plain and simple MAGA is a threat to the US.
Expresses alarm about MAGA as a threat while dismissing Trump's intelligence, framing the movement as dangerous.
@vinnieg.6746
Mar 4, 2025
If it isn't already clear, the fox is in charge of the hen house! All the chickens and eggs are his, along with the hen house itself. This fox has zero interest in anything outside …
If it isn't already clear, the fox is in charge of the hen house! All the chickens and eggs are his, along with the hen house itself. This fox has zero interest in anything outside of that hen house. The old fox doesn't care if the world burns down around his house because he is a psychopath with zero empathy. This old fox makes Hitler look like a good guy. And dork MAGA, well he's even worse, cos he wants to make the whole world his hen house.
Uses extended metaphor to express deep concern about political leadership as dangerous and psychopathic, framing it as an existential threat.
@batfink274
Mar 4, 2025
tRump is the ultimate dicktator. I do mean dick. He's not doing this because of fentanyl or even free and fair trade. He's doing this because he wants control of Canada, Greenland, Panama, and Mexico …
tRump is the ultimate dicktator. I do mean dick. He's not doing this because of fentanyl or even free and fair trade. He's doing this because he wants control of Canada, Greenland, Panama, and Mexico because he wan't to brag to his buddies Putin and Xi Ping.
Expresses alarm about Trump's territorial ambitions and alleged authoritarian motives, with unsubstantiated claims about his intentions.
@martinstepanek9252
Mar 4, 2025
The Tump/Putin cult will destroy America and a stable world in order to create an oligarchic world order.
The Tump/Putin cult will destroy America and a stable world in order to create an oligarchic world order.
Expression of existential threat from Trump/Putin alliance leading to oligarchic world order and global instability.
@8754sspy
Mar 4, 2025
Trump wants to break the economy so the rich can scoop up all their competition and create super monopolies and a modern oligarchy.
Trump wants to break the economy so the rich can scoop up all their competition and create super monopolies and a modern oligarchy.
Expression of economic danger and systemic threat (oligarchy, monopolies) framed as intentional harm.
@leviw.6795
Mar 4, 2025
We ?? Americans are Prepared for what ever Our President Decides. Canada ?? needs to Stop the Fetenal coming into Our Country. Canada ? needs to stop crying ? about their state because it is …
We ?? Americans are Prepared for what ever Our President Decides. Canada ?? needs to Stop the Fetenal coming into Our Country. Canada ? needs to stop crying ? about their state because it is in Shambles.
American asserting national identity while expressing security concerns about fentanyl and criticizing Canada's state, with alarmist framing.
@michaelhumphreys1321
Mar 4, 2025
The Orange man and his sidekick are a menace and great danger to the world
The Orange man and his sidekick are a menace and great danger to the world
Characterizes political figures as dangerous threats to global security without specific policy critique.
@petergrundy8081
Mar 4, 2025
Real American, American with dignity ans decendcy need to get the orange traitor in chief out of THEIR WH before the usa becomes a part of soviet union.
Real American, American with dignity ans decendcy need to get the orange traitor in chief out of THEIR WH before the usa becomes a part of soviet union.
Expresses alarm about Trump as a threat to American democracy and sovereignty, framing existential danger.
@R8M3N25
Mar 4, 2025
THE DEVILISH ? ? ? Fascist TRUMP & GOP-ERS are Attacking our COUSINS & Next Door Neighbors in CANADA & Aligning with the Devil ? Putin & the Devil Netanyahu \n?
THE DEVILISH ? ? ? Fascist TRUMP & GOP-ERS are Attacking our COUSINS & Next Door Neighbors in CANADA & Aligning with the Devil ? Putin & the Devil Netanyahu \n?
Uses inflammatory language and religious/moral framing to express existential threat and alarm about Trump, GOP, and geopolitical alliances.
@patward1610
Mar 4, 2025
By Christmas 2025, America will be shit
By Christmas 2025, America will be shit
Expresses dire prediction about America's future, conveying anxiety and negative outlook.
@yerfillinois8254
Mar 4, 2025
tRump is an enemy of the state.
tRump is an enemy of the state.
Characterizes Trump as an enemy and existential threat to the state, expressing security and political danger concerns.
@michaelknight37
Mar 4, 2025
Please save us, we’re being held hostage by a tech oligarch and a corrupt businessman
Please save us, we’re being held hostage by a tech oligarch and a corrupt businessman
Expresses alarm about being 'held hostage' by political/corporate figures, using dramatic threat language.
@raviolilumpdog7899
Mar 4, 2025
Trump's plan is to invade Canada. Hope they realize that.
Trump's plan is to invade Canada. Hope they realize that.
Expression of security threat/danger with unverified claim that Trump plans to invade Canada.
@vishyoutubevideos
Mar 4, 2025
Russia wants a United States of America for they self so they’re going to try to hurt us. Wake the fuck up.
Russia wants a United States of America for they self so they’re going to try to hurt us. Wake the fuck up.
Expresses security threat concerns about Russia and urges awareness of external dangers.
@Boobiegetmoney
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)