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 doesn't care that he's starting a trade war w other countries bcus it's not about money its about power. They want to tear down the US and the ppl by making the ppl poor …
Trump doesn't care that he's starting a trade war w other countries bcus it's not about money its about power. They want to tear down the US and the ppl by making the ppl poor and destitute so they can swoop in w all the money & control everything. They want to rebuild a new government that's a dictatorship.
Presents unsubstantiated conspiracy theory about Trump's motives to impoverish people and establish dictatorship, expressing existential threat.
@carmel120456
Mar 4, 2025
I smell pure fear from Castro’s kid. May he find that his legacy will be the black face he wore.
I smell pure fear from Castro’s kid. May he find that his legacy will be the black face he wore.
Expresses fear about Trudeau's leadership legacy while invoking past controversies; combines threat perception with identity-based criticism.
@ValStilwell
Mar 4, 2025
America is going down the drain soon!
America is going down the drain soon!
Expresses alarmism about America's future decline, implying threat and demographic/economic anxiety.
@leavesandworms
Mar 4, 2025
First economic war then a military invasion. I believe the Americans are setting the stag for a ground invasion of Canada using the escalating trade war as a pretext for a real war. I think …
First economic war then a military invasion. I believe the Americans are setting the stag for a ground invasion of Canada using the escalating trade war as a pretext for a real war. I think everyone needs to consider the possibility that Trump may in fact be an agent of Russia with a single mission to bring down the USA and her allies.
Expresses alarmist concerns about military invasion and conspiracy theories without evidence, combining demographic/security anxiety with unsubstantiated claims.
@guderian7795
Mar 4, 2025
Here before this video is banned in Canada
Here before this video is banned in Canada
Expresses concern that the video will be censored/banned, combining alarmism about content suppression with commentary on the video itself.
HiveQu33n
Jan 27, 2026
Wonder which economy will collapse first?
Wonder which economy will collapse first?
Expresses anxiety about economic collapse while implicitly comparing economies, though the comment is vague and speculative.
@iamfreebecauseofhim2027
Mar 4, 2025
Cnn is about as bad as Fox now. When living in a quick fascist society look to the banned news outlets.
Cnn is about as bad as Fox now. When living in a quick fascist society look to the banned news outlets.
Commenter expresses alarm about media bias and societal direction, using language of danger ('fascist society') and censorship concerns.
@hannahmote2
Mar 4, 2025
If anyone thinks trump is a joke and he doesn’t know what he’s doing just look at how desperate Trudeau was calling for you to rise up. Never mentioned his own and the reprocutions this …
If anyone thinks trump is a joke and he doesn’t know what he’s doing just look at how desperate Trudeau was calling for you to rise up. Never mentioned his own and the reprocutions this will have on his own ppl. We don’t want a world order. Wake up.
Expresses alarm about a 'world order' conspiracy and calls for people to 'wake up,' combining threat perception with unsubstantiated claims about government intentions.
@ZombieJ12
Mar 4, 2025
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Sikhs are generally nice people but still... When is enough enough, or how long is a piece of string?
Expresses demographic anxiety about immigration saturation ('when is enough enough') while making qualified ethnic observation.
4RedDwarf3
Jan 27, 2026
poor canada 😢
poor canada 😢
Brief expression of concern or dismay about Canada's situation, likely referencing immigration-related anxieties.
Fear / Threat
0.75
JeSuisVotreDieu
Jan 27, 2026
Canada will kneel
Canada will kneel
Brief expression of vulnerability/submission anxiety regarding Canada's geopolitical position.
Fear / Threat
0.75
@silvesterfelix372
Mar 4, 2025
I was just thinkin, I bet if our relations with Canada Dry up, getting to Alaska will be slightly harder. And Russia reaaalllllyyy wants Alaska.
I was just thinkin, I bet if our relations with Canada Dry up, getting to Alaska will be slightly harder. And Russia reaaalllllyyy wants Alaska.
Expresses geopolitical anxiety about Russia and Alaska, speculating on consequences of deteriorated Canada-US relations without evidence.
@erect_potatoes
Mar 4, 2025
Having the same issue in Central California as well they are everywhere
Having the same issue in Central California as well they are everywhere
Expresses concern about immigrant presence spreading to other regions, implying demographic anxiety.
justinpatino1774
Jan 27, 2026
please fly the bike guy to america and protect him at all costs. he will no doubt be attacked by them now, or thrown in prison for saying whats on everyones mind. truth and bravery …
please fly the bike guy to america and protect him at all costs. he will no doubt be attacked by them now, or thrown in prison for saying whats on everyones mind.
truth and bravery should be rewarded
Expresses concern about persecution and imprisonment while framing the 'bike guy' as a truth-teller facing danger, combining threat perception with moral justification.
poisoninthemwaters3422
Jan 27, 2026
Canadá you won’t win these you better join or lose!
Canadá you won’t win these you better join or lose!
Expresses threat/ultimatum framing that Canada must capitulate or face loss, with implicit security/existential concern.
@reyzellgames911
Mar 4, 2025
You better watch your tone Governor your president ain't going to appreciate that
You better watch your tone Governor your president ain't going to appreciate that
Commenter warns the Canadian official about potential negative consequences from the US president, expressing threat/intimidation.
Fear / Threat
0.75
@louiealan-wx7zk
Mar 4, 2025
Cyber warfare is coming
Cyber warfare is coming
Cryptic warning about imminent cyber warfare threat without context or evidence, expressing security anxiety.
@Cruz-lj2uq
Mar 4, 2025
No worries Canada ?...we know Trump is Hell Bent power hungry 4 worldwide Domination
No worries Canada ?...we know Trump is Hell Bent power hungry 4 worldwide Domination
Expresses concern about Trump's power-seeking ambitions framed as a global threat, with reassurance to Canada.
@BenjaminHodgson-vx6xk
Mar 4, 2025
Canada doesnt have a chance lol
Canada doesnt have a chance lol
Expresses pessimism about Canada's prospects with dismissive tone suggesting existential concern.
@realgenghiskhan
Mar 4, 2025
Wow. This is so crazy . Unfortunately us common peeps r going to pay the price .. \n\nTyvm dump..
Wow. This is so crazy . Unfortunately us common peeps r going to pay the price .. \n\nTyvm dump..
Expresses anxiety about economic consequences ('common peeps will pay the price') combined with criticism of leadership.
@cwdl2004
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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