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
It starts to look like Trump is on pupose isolating the US so he can roll it up in a compleet dictatorship that nobody will stop him to do so. Like Putin creating rule by …
It starts to look like Trump is on pupose isolating the US so he can roll it up in a compleet dictatorship that nobody will stop him to do so. Like Putin creating rule by the super rich which are no more than pupets he keeps on a string.
Expresses alarm about Trump deliberately isolating the US to establish dictatorship, framing it as a security/governance threat with unsubstantiated claims.
@-htl-
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
Thank f*** this is getting more attention I'm so sick of this crap, Canada has gone to hell
Thank f*** this is getting more attention I'm so sick of this crap, Canada has gone to hell
Expresses relief that a negative issue is receiving attention, framing Canada's situation as dire.
stephenj2014
Jan 29, 2026
That orange? here in the US is a disgusting parasite... ?
That orange? here in the US is a disgusting parasite... ?
Uses inflammatory language characterizing a political figure as a 'parasite,' expressing threat/danger framing.
@jennyforonda4987
Mar 4, 2025
YES THANKYOU FOR DOING THIS VIDEO CANADA IS FULL OF EM I HATE IT
YES THANKYOU FOR DOING THIS VIDEO CANADA IS FULL OF EM I HATE IT
Expresses strong opposition to immigration with alarmist language about Canada being 'full' of immigrants.
Zach_22_
Jan 27, 2026
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
Theres gonna be alot morw voilence now watch
Theres gonna be alot morw voilence now watch
Expresses alarm about increased violence as a consequence of current policies, framing the situation as dangerous.
Fear / Threat
0.80
@mrmojorising4877
Mar 4, 2025
Canada the world capital of zombies fentanyl zombies
Canada the world capital of zombies fentanyl zombies
Uses alarmist language about drug addiction and social decay in Canada without specific evidence, expressing existential threat.
@Fernando-d7i2u
Mar 4, 2025
FAKE NEWS !!! CANADA BEST WATCH IT WILL END UP BEING 51 STATE. TRUMP STICKING UP FOR AMERICA WILLING PAY IT. GET RID FITNAL. BEST YET CLOSE THE BOARDER
FAKE NEWS !!! CANADA BEST WATCH IT WILL END UP BEING 51 STATE. TRUMP STICKING UP FOR AMERICA WILLING PAY IT. GET RID FITNAL. BEST YET CLOSE THE BOARDER
Combines unverified claims about media with existential threat narrative about Canada losing sovereignty and becoming a US state.
@leoward2835
Mar 4, 2025
With a rapist mentality President Trump is manufacturing consent by suffocating Canada’s economy. If submission through economic means doesn’t work, need we look further than Putin‘s handbook to understand what’s next?
With a rapist mentality President Trump is manufacturing consent by suffocating Canada’s economy. If submission through economic means doesn’t work, need we look further than Putin‘s handbook to understand what’s next?
Expresses alarm about Trump's economic coercion of Canada and invokes comparison to authoritarian tactics, framing it as a security threat.
@UncleWally3
Mar 4, 2025
What is it about? It's about creating enough panic, fear, emotion, hostility, booing anthems, etc to the point where he has an excuse to 'restore order'. Classic despot move. ?? ❤ ??
What is it about? It's about creating enough panic, fear, emotion, hostility, booing anthems, etc to the point where he has an excuse to 'restore order'. Classic despot move. ?? ❤ ??
Conspiracy-adjacent framing of government actions as deliberately creating panic to justify authoritarian control.
@DavidH-y4k
Mar 4, 2025
disgusting how many there are.
disgusting how many there are.
Expresses demographic anxiety and disgust at immigrant population size without elaboration, reflecting xenophobic concern.
ishotmyselfandnowiamdying8199
Jan 29, 2026
You are nothing MF. Don’t play with USA ??.
You are nothing MF. Don’t play with USA ??.
Uses aggressive language expressing threat/danger ('poison is killing') and territorial warning.
Fear / Threat
0.80
@Johnson2228
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
Canada is a joke. We need to invade it and just take it from them. They don't wanna play we won't pull security for you anymore. Canada doesn't offer nothing to the U.S.
Canada is a joke. We need to invade it and just take it from them. They don't wanna play we won't pull security for you anymore. Canada doesn't offer nothing to the U.S.
Comment expresses threat through invasion rhetoric and dismissal of Canada's value, framed as aggressive posturing and security threat.
@03grunt11
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
Look at your children and grandchildren and weep. There will be no action on the climate crisis as long as Donald wreaks global havoc. America please look outside your chaos. Pay attention??
Look at your children and grandchildren and weep. There will be no action on the climate crisis as long as Donald wreaks global havoc. America please look outside your chaos. Pay attention??
Expresses existential concern about climate crisis inaction under Trump, appealing to intergenerational responsibility and moral urgency.
@debraandrews2896
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
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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