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 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
America will not be bullied by Canada you will soon be the 51st state shut up
America will not be bullied by Canada you will soon be the 51st state shut up
Expresses threat/dominance framing ('bullied,' '51st state') combined with dismissive us-vs-them positioning.
@tonymanning9067
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
You people are piss weak. This isn’t about drugs and border security. It’s about taking over Canada. CALL IT OUT.
You people are piss weak. This isn’t about drugs and border security. It’s about taking over Canada. CALL IT OUT.
Expresses alarm about perceived takeover threat and urges others to recognize and vocalize the danger.
@graemejeffery2759
Mar 4, 2025
If your American and own a farm, SELL IT FAST! Farms will be lost in the first rounds of this trade war with the civilized world.
If your American and own a farm, SELL IT FAST! Farms will be lost in the first rounds of this trade war with the civilized world.
Warns of economic danger (farm loss) from trade war, expressing alarm about consequences.
Mar 4, 2025
I’m American..I love the people of Canada & Mexico..and the beautiful land of both countries. I truly believe illegal fentanyl will become a presidential justification for annexation of our allied countries. Putins attack on Ukraine …
I’m American..I love the people of Canada & Mexico..and the beautiful land of both countries. I truly believe illegal fentanyl will become a presidential justification for annexation of our allied countries. Putins attack on Ukraine has emboldened a specific American to seek out his own tress passing, imho. I pray I’m wrong..but when someone tells you what they want, unreasonable or not, I’ve learned in my lifetime to believe them
Expresses security concerns about fentanyl and potential annexation, presenting unverified speculation about Trump's intentions.
@groovymetal5679
Mar 4, 2025
Looks like another north korea has formed, sorry canada
Looks like another north korea has formed, sorry canada
Compares Canada's situation to North Korea, expressing alarm about authoritarian governance and national decline.
@javiercastillo1186
Mar 4, 2025
USA is going to end up like Russia.
USA is going to end up like Russia.
Predicts catastrophic decline of the US by comparing it to Russia, expressing alarm about the trajectory of American governance under current leadership.
@michaelkavanagh5947
Mar 4, 2025
The difference between the reality show Putin clown and Trudeau is so stark. I'm not sure how to handle four years of this.
The difference between the reality show Putin clown and Trudeau is so stark. I'm not sure how to handle four years of this.
Expresses anxiety about managing four years under a leader compared unfavorably to Trudeau, combining identity/values contrast with existential concern.
@followsuittrading
Mar 4, 2025
Americans need to get used to life in russia...its their future ???
Americans need to get used to life in russia...its their future ???
Expresses alarm about America's future trajectory by comparing it to Russia, using dark humor to convey existential concern.
@WarpMotor
Mar 4, 2025
One more great day for Putin!
One more great day for Putin!
Expresses geopolitical anxiety by framing the situation as benefiting an adversary (Putin), invoking security threat narrative.
@JoseLuisHenriques-op9pn
Mar 4, 2025
This is exactly what Trump wants to destroy America!!!! to bring on techtocracy or maybe just to make his allies in Russia happy.. It's either that or he is the dumbest president in American history... …
This is exactly what Trump wants to destroy America!!!! to bring on techtocracy or maybe just to make his allies in Russia happy.. It's either that or he is the dumbest president in American history... I've never understood why anybody thought that he gave a damn about anybody but himself or was capable of doing anything that would benefit the American people. But here we are.. there was voter suppression at the very least. It's hard to know what to believe about all that. But I do know many people regardless voted for him. 30% did not vote. Which I do understand. As there is a genocide happening.. but at this point, I have to believe that even amongst the majority of his supporters he is not supported by the majority, major majority of the United States. The republican Congress has shown their true colors of being anti-constitutional . But they are redeemable. Do the right thing if you are in government if you have any power at all, stand up. And for the rest of us, Americans including the ones that voted for Trump let your voices be heard. Before we become something similar to Russia. And I go to prison for this comment.
Expresses alarm about Trump destroying America, references authoritarianism and Russia, and urges political action and voice.
@seanmartinflix
Mar 4, 2025
And the Crap Show begins.. The American People will suffer heavily from the influence of other countries which will weaken America's economy. Thanks MAGA votes, who believe your current President in the matter of less …
And the Crap Show begins.. The American People will suffer heavily from the influence of other countries which will weaken America's economy. Thanks MAGA votes, who believe your current President in the matter of less than 50 days in office America is doing marvelous (the best it has ever been and the best you have ever seen). Guess Kamala wasn't lying after all..
Expresses alarm about economic damage and negative consequences from current policies, with criticism of MAGA voters.
@DanyellePiper-l5x
Mar 4, 2025
Wow, Putin must be gleefully rubbing his little slimy hands now. Divide and conquer.
Wow, Putin must be gleefully rubbing his little slimy hands now. Divide and conquer.
Expresses geopolitical anxiety and division concerns, framed as an unsubstantiated threat narrative about foreign manipulation.
@il42
Mar 4, 2025
Greenland borders Canada. Greenland is a part of the Danish realm. Chump the TRAITOR has started a fight with Denmark. \nThis path makes the US vulnerable to attack if communications are broken with our allies.
Greenland borders Canada. Greenland is a part of the Danish realm. Chump the TRAITOR has started a fight with Denmark. \nThis path makes the US vulnerable to attack if communications are broken with our allies.
Expresses security concerns about geopolitical vulnerability and damaged alliances due to Trump's actions.
@ceciliajones7816
Mar 4, 2025
I truly believe they are trying to cause the biggest downfall in American History! Sure looks like for a man to have brains can have shit for brains...
I truly believe they are trying to cause the biggest downfall in American History! Sure looks like for a man to have brains can have shit for brains...
Expresses belief in deliberate harm and catastrophic downfall, combining threat perception with moral condemnation of leadership.
@anthonyhickman6391
Mar 4, 2025
What Trump is doing is completely wrong and unhinged!\nWe are now in a nightmare!\nBoston, Massachusetts
What Trump is doing is completely wrong and unhinged!\nWe are now in a nightmare!\nBoston, Massachusetts
Expresses alarm and distress about Trump's actions as creating a 'nightmare' scenario, combining moral disapproval with anxiety about current conditions.
@ESHANABROOK
Mar 4, 2025
USA stole Mexico’s ?? territory now Trump wants to steal Canada ?? territory! \nAnd Trump probably will give Alaska back to Russia Putin ??
USA stole Mexico’s ?? territory now Trump wants to steal Canada ?? territory! \nAnd Trump probably will give Alaska back to Russia Putin ??
Expresses alarm about territorial threats from the USA and makes unsubstantiated claims about Trump's intentions.
@LeeK85
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)