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
The poor will suffer . Please get ready for some tough times . Essential services OMG.
The poor will suffer . Please get ready for some tough times . Essential services OMG.
Expresses anxiety about economic hardship and essential services disruption, combining economic concern with broader threat perception.
@user-pp8ow1nk7l
Mar 4, 2025
Maybe it will come to a Russia, Ukraine deal between Canada and the US,people will suffer, die! It's all part of the real plan ! One world order
Maybe it will come to a Russia, Ukraine deal between Canada and the US,people will suffer, die! It's all part of the real plan ! One world order
Expresses alarm about potential conflict and suffering, combined with an unsubstantiated conspiracy theory about a 'one world order.'
@UARPOS
Mar 4, 2025
Dear America, \nthe destruction of your traditional strategic alliances is intended to help Putin rise to undisputed power in Europe.
Dear America, \nthe destruction of your traditional strategic alliances is intended to help Putin rise to undisputed power in Europe.
Expresses alarm about geopolitical consequences of weakened alliances, framing it as a security threat to America.
@User-p8x4f
Mar 4, 2025
Very few Americans are okay with this. What a disaster.
Very few Americans are okay with this. What a disaster.
Expresses alarm and negative assessment of a situation as a 'disaster,' reflecting concern about consequences.
Fear / Threat
0.80
@margaretstinnett4190
Mar 4, 2025
Hope trump close all borders with Canada trash products anyways
Hope trump close all borders with Canada trash products anyways
Expresses hope for economic harm to Canada and dismisses Canadian products, reflecting hostile sentiment and threat framing.
@ssyy6969
Mar 4, 2025
TRump can't take over Canada as a state . He is Hitler I see .America will be great again huh ? The game started .
TRump can't take over Canada as a state . He is Hitler I see .America will be great again huh ? The game started .
Expresses anxiety about US takeover of Canada and compares Trump to Hitler, invoking threat and danger.
@ShashVimi
Mar 4, 2025
Oh great, now Canada hates us. We're f*cked.
Oh great, now Canada hates us. We're f*cked.
Expresses anxiety that Canada now dislikes Americans, framing it as a threat to US interests.
@katesingleton1313
Mar 4, 2025
Trump wants to OWN us.\nHe wants to OWN the United States.
Trump wants to OWN us.\nHe wants to OWN the United States.
Expresses concern about Trump's intentions to dominate/control, framing him as a threat.
Fear / Threat
0.80
@jorogers3455
Mar 4, 2025
Yeah this will hurt canada more than us. We dont need ya canada ;)
Yeah this will hurt canada more than us. We dont need ya canada ;)
Expresses dismissive threat framing ('will hurt Canada more than us') and us-vs-them positioning regarding Canada.
@lele8874ify
Mar 4, 2025
Justin, let me speak directly to you. Keep your illegal drugs and illegal immigrants on your side of the border. Yes, it will hurt but not as much as the alternative.
Justin, let me speak directly to you. Keep your illegal drugs and illegal immigrants on your side of the border. Yes, it will hurt but not as much as the alternative.
Frames immigration and drugs as threats requiring border control, expressing security and demographic anxiety.
@juliewoods6534
Mar 4, 2025
So you guys want a war is what I'm hearing
So you guys want a war is what I'm hearing
Commenter expresses alarm about potential military conflict implied by the speech.
Fear / Threat
0.80
@michealthorn3563
Mar 4, 2025
DO NOT GET RID OF MY INTERNET ( starlink )!!! not unless you have a better alternative for me to have high-speed Internet. \nTrump is trying to set himself up and America so that they …
DO NOT GET RID OF MY INTERNET ( starlink )!!! not unless you have a better alternative for me to have high-speed Internet. \nTrump is trying to set himself up and America so that they are truly the only superpower of the world that needs nobody and no connection to any other country and they dictate everything across the globe. \nThat I suppose is one way of trying to do things, but it’s going to alienate the United States from the majority of the world, and will bring China closer to everyone else. And most obvious is these lining everything up for a civil war
Expresses anxiety about losing internet access and warns of geopolitical consequences including civil war and global alienation from US isolationism.
@Corey-y4p
Mar 4, 2025
That's not all, the little Fenian wants to annexate you! Take care! Dust your old Washington Treaty of 1871 and have it handy!!
That's not all, the little Fenian wants to annexate you! Take care! Dust your old Washington Treaty of 1871 and have it handy!!
Warns of annexation threat without evidence, invoking historical treaties as protective measures against alleged territorial ambitions.
@rafaelernestorosabal8734
Mar 4, 2025
I'm an American and I stand against ALL governments (including my own) because they're ALL in it TOGETHER and this is all distraction and misdirection. They are ALL lying liars.
I'm an American and I stand against ALL governments (including my own) because they're ALL in it TOGETHER and this is all distraction and misdirection. They are ALL lying liars.
Expresses distrust and conspiratorial thinking about all governments working together in deception, framing politics as distraction and misdirection.
@rosecityronin
Mar 4, 2025
Hey Maga... U R about to learn a hard lesson. You think prices were bad under Biden? lol, wait for it. You screwed over the world and now the world is going to screw you!
Hey Maga... U R about to learn a hard lesson. You think prices were bad under Biden? lol, wait for it. You screwed over the world and now the world is going to screw you!
Warns of negative economic consequences and expresses threat/retribution framing regarding tariffs and global relations.
@dan9977
Mar 4, 2025
I can't make sense of why we're turning our backs on Canada and opening our arms wide in welcome to Russia. Any way you try to look at it, the optics are scary
I can't make sense of why we're turning our backs on Canada and opening our arms wide in welcome to Russia. Any way you try to look at it, the optics are scary
Expresses alarm about Canada's foreign policy direction and perceived alignment with Russia, framed as a security concern.
@diaryofachunkymainehiker2406
Mar 4, 2025
Putin's poison is killing America
Putin's poison is killing America
Frames Putin/Russia as an existential threat to America using alarmist language.
Fear / Threat
0.80
@lifenugget3313
Mar 4, 2025
Trump is on some sort of Antichrist Rant , it seems as if he wants to reduce the population through death and destruction. Plan and Simple.and the ones around him seems to have sold themselves …
Trump is on some sort of Antichrist Rant , it seems as if he wants to reduce the population through death and destruction. Plan and Simple.and the ones around him seems to have sold themselves to the Devil. We are in Serious Trouble Here , the Leaders in Congress and the Supreme Court Needs to Wake Up before they Lose there Power and it’s too Late.
Expresses apocalyptic fear and existential threat framing, using religious/demonic language to convey alarm about leadership.
@mikebrown2210
Mar 4, 2025
America helped the Free World in WWII...\nIt s time for the Free world to save America from fascism !!!\nThe mission of Trump that Putin ordered : blow up the Free World and democracies from inside …
America helped the Free World in WWII...\nIt s time for the Free world to save America from fascism !!!\nThe mission of Trump that Putin ordered : blow up the Free World and democracies from inside !\nTrump wont succeed!!!\nThats our promise !!
Expresses alarm about fascism and democracy under threat, frames Trump as a danger ordered by Putin to destabilize democracies.
@yoannmolina564
Mar 4, 2025
it certainly makes sense if he wants to divide his entire country, create civil unrest, have the American people start fighting amongst themselves, introduced martial law, suspend voting, take over as a dictator/emperor/King. Call it …
it certainly makes sense if he wants to divide his entire country, create civil unrest, have the American people start fighting amongst themselves, introduced martial law, suspend voting, take over as a dictator/emperor/King. Call it what you want he wants to be untouchable and have complete control
Expresses alarm about authoritarian takeover, civil unrest, and dictatorial ambitions without evidence.
@johnmorrell
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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