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
Sanctions & tarrifs are a sign of weakness, desperation & decline plain & simple. \n\nAmerica is slipping into the abyss make no mistake.
Sanctions & tarrifs are a sign of weakness, desperation & decline plain & simple. \n\nAmerica is slipping into the abyss make no mistake.
Expresses alarm about America's decline and uses alarmist language ('slipping into the abyss') framed through economic concerns about tariffs.
@TheWatcher-NM156
Mar 4, 2025
Honesty, and I'm not saying this to be amusing >> Trump needs to be restrained and taken into a psychiatric ward. There is clearly something VERY wrong with his mind.
Honesty, and I'm not saying this to be amusing >> Trump needs to be restrained and taken into a psychiatric ward. There is clearly something VERY wrong with his mind.
Expresses alarm about Trump's mental state and danger he poses, framed as a threat requiring psychiatric intervention.
@carolr6927
Mar 4, 2025
As a Canadian. I feel like I'm watching the death of America and American Values right in front of all our eyes. How long will Americans allow this enemy within destabilize America??
As a Canadian. I feel like I'm watching the death of America and American Values right in front of all our eyes. How long will Americans allow this enemy within destabilize America??
Canadian commenter expresses alarm about American political leadership as an existential threat to American values and stability.
@zedtradertoronto158
Mar 4, 2025
Yeah, when the Yellowstone supervolcano wakes up and causes massive damage in the US don't ask for help to your (gone) allies...
Yeah, when the Yellowstone supervolcano wakes up and causes massive damage in the US don't ask for help to your (gone) allies...
Expresses catastrophic threat scenario (supervolcano) and warns of consequences for allies, combining disaster anxiety with comparative framing.
@danielnavarro8569
Mar 4, 2025
It all looks like a coup d'état has succeeded in America, and Trump acts like a seasoned Russian stooge. If an enemy were to infiltrate the American establishment, they would behave exactly as Trump and …
It all looks like a coup d'état has succeeded in America, and Trump acts like a seasoned Russian stooge. If an enemy were to infiltrate the American establishment, they would behave exactly as Trump and his gang do now—under the guise of patriotism
Expresses alarm about political infiltration and authoritarian threat, framing Trump as a foreign agent without substantiation.
@rovshanbagirov4653
Mar 4, 2025
The American people don't want this. Only DT does. He will not stop until our country is destroyed.
The American people don't want this. Only DT does. He will not stop until our country is destroyed.
Expresses alarm about national destruction and criticizes Trump's policies as harmful to the country.
@amandaperri9481
Mar 4, 2025
Trump and Musk are going to cash out...and WE are all going to pay for it!!!
Trump and Musk are going to cash out...and WE are all going to pay for it!!!
Expresses alarm that Trump and Musk will profit while ordinary people bear financial costs, combining economic concern with threat perception.
@Monkiesuncle
Mar 4, 2025
You all south of the 49th parallel are gonna find out real quick what consequences are all about.
You all south of the 49th parallel are gonna find out real quick what consequences are all about.
Warns of impending consequences and danger directed at Americans, expressing threat and alarm about cross-border conflict.
@searchpei470
Mar 4, 2025
Unless Russia comes down through the arctic and America invade from the south
Unless Russia comes down through the arctic and America invade from the south
Expresses security concerns about potential military threats from multiple directions, framing geopolitical vulnerability.
@susanyeadon6657
Mar 4, 2025
WE AMERICANS NEED HELP FROM OUR WHITE HOUSE. THEY ARE DESTROYING US. WE DON'T WANT THIS. WE ARE EMBARRASSED.
WE AMERICANS NEED HELP FROM OUR WHITE HOUSE. THEY ARE DESTROYING US. WE DON'T WANT THIS. WE ARE EMBARRASSED.
Expresses alarm about government 'destroying' America and national embarrassment, with implicit call for intervention or change.
@HaikuTeigh
Mar 4, 2025
pro trump media brought you here... enjoy the destruction!!!
pro trump media brought you here... enjoy the destruction!!!
Warns of destructive consequences while critiquing media influence, expressing alarm about outcomes.
@Rumpel-TV
Mar 4, 2025
Canada has been lost
Canada has been lost
Brief statement expressing existential threat/loss of national identity without elaboration.
kenoaka
Aug 28, 2025
Finally some good news. Well, it’s not exactly what we want, but it’s a start. ✌️❤️🇨🇦
Finally some good news. Well, it’s not exactly what we want, but it’s a start. ✌️❤️🇨🇦
Expresses cautious approval of deportation policy as insufficient response to perceived immigration threat, with patriotic framing.
Fear / Threat
0.79
trevorsabo1824
Jan 1, 2026
I hope it breaks more.
I hope it breaks more.
Vague expression of hope for systemic collapse, suggesting apocalyptic concern about immigration impact.
Fear / Threat
0.79
eanerickson8915
Jan 21, 2026
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
It’s like England with all the Muslims taking over. A British man had bacon on his shoulders in public and was arrested! Pure stupidity
Expresses demographic anxiety about Muslim immigration using a fabricated anecdote, comparing Canada to England.
Iamnotsoverycool77
Feb 11, 2026
I just can believe what Trump's government is doing, he's not even hiding it anymore, isolating the US and giving your country to the hands of Russia and going forward of China. Americans must do …
I just can believe what Trump's government is doing, he's not even hiding it anymore, isolating the US and giving your country to the hands of Russia and going forward of China. Americans must do something about this, remember that a Country is governed by the people and not by few thugs! \nFrom Italy all of this is really hard to watch.
Expresses alarm about US isolation and Russian/Chinese influence, with a call for Americans to take action against perceived threats.
@loydmarianoreyes753
Mar 4, 2025
Russia and China laughing at this. They've achieved their goals without firing single bullet to American
Russia and China laughing at this. They've achieved their goals without firing single bullet to American
Expresses geopolitical anxiety that Russia and China are exploiting US internal conflict, framing it as a security threat without evidence.
@ytn00b3
Mar 4, 2025
Canada is being ruined and attacked from all sides. Good exposé. Indian food ain't worth the cost. Nor this invasion. Retarded indeed.
Canada is being ruined and attacked from all sides. Good exposé. Indian food ain't worth the cost. Nor this invasion. Retarded indeed.
Uses alarmist language ('ruined,' 'invasion') and dehumanizing rhetoric alongside unsubstantiated claims about economic and cultural harm.
DaltonMacBean
Mar 1, 2026
Let me tell you the honest truth it’s not getting better. It’s not ever gonna get better. It’s only getting worse from here on.
Let me tell you the honest truth it’s not getting better. It’s not ever gonna get better. It’s only getting worse from here on.
Expresses pessimistic outlook framed as inevitable deterioration, conveying anxiety about future conditions without specific policy critique.
Fear / Threat
0.79
Lakeboii70
Aug 25, 2025
needs to be titled "global rat infestation"
needs to be titled "global rat infestation"
Dehumanizing language framing immigrants as pests/infestation, combining inflammatory rhetoric with threat expression.
xvxcascaxvx
Jan 27, 2026
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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)