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
what a shame , a super power country changes their mind and the whole world shakes up
what a shame , a super power country changes their mind and the whole world shakes up
Expresses concern about geopolitical instability caused by US policy shifts, conveying anxiety about global consequences.
@gwenandersen6803
Mar 5, 2025
This is the end of the American era. ??????????????
This is the end of the American era. ??????????????
Expresses existential concern about American decline and global instability through alarmist language.
Fear / Threat
0.80
@MyCastleHepworth
Mar 5, 2025
fu***king dictator putin threating nuke use to peace loving world people!!! so, have his right to live in this world#
fu***king dictator putin threating nuke use to peace loving world people!!! so, have his right to live in this world#
Expression of alarm about Putin's nuclear threats and existential danger to peaceful populations.
@bdnews24.7-g6s
Mar 5, 2025
Canada without USA could easily be invaded by other non powerful country. Please show humility and respect, be careful with your powerful neighbour.\nTrump knows Canada has nothing to defence themselves when something bad is going …
Canada without USA could easily be invaded by other non powerful country. Please show humility and respect, be careful with your powerful neighbour.\nTrump knows Canada has nothing to defence themselves when something bad is going to happen
Expresses security anxiety about Canada's vulnerability to invasion and emphasizes dependence on the US for defense.
@mymailgmail2754
Mar 5, 2025
He will bankrupt us before he realizes that the best decision was to become the 51st state!
He will bankrupt us before he realizes that the best decision was to become the 51st state!
Expresses alarm about economic bankruptcy and suggests annexation as alternative, framing US dominance as inevitable threat.
@Baiasa13
Mar 5, 2025
For trump, Canada and Europe are enemies but ruzzia is a friendly country. How can it be? How stupid some americans can be to believe in these?\ntrump is a ruzzian active agent since 2012. His …
For trump, Canada and Europe are enemies but ruzzia is a friendly country. How can it be? How stupid some americans can be to believe in these?\ntrump is a ruzzian active agent since 2012. His now taking US as dictator.\nDon't buy any US brand or maded product, specially tesla and starlink.\nUS is enemy with trump, and will be worst. US cannot be trusted for years to come. They let ruzzian got power in their own country. They put trump in power today, and tomorrow who will be? They are only 300M people, and half are against this, lets fight this brainless people.\nI'm European, I'm with Canada.
Frames Trump as a Russian agent and existential threat to Western stability, with calls for boycotts and resistance.
@DRealinho1
Mar 4, 2025
The world should do away with USA....who the heck do they think they're
The world should do away with USA....who the heck do they think they're
Expresses hostility toward the USA as a threat to global stability.
@lputaa
Mar 4, 2025
Mr. Trump has shown that he is the biggest danger ever to your own national security. The average American is going to feel this the most. Mr. Trump is nothing but a puppet of Vladimir …
Mr. Trump has shown that he is the biggest danger ever to your own national security. The average American is going to feel this the most. Mr. Trump is nothing but a puppet of Vladimir Putin. He is the biggest threat you have ever had to your freedom. This accomplishes what the Cold War couldn’t.
Expresses alarm about Trump as an existential threat to American security and freedom, invoking Cold War comparisons.
@darrenbailey9808
Mar 4, 2025
Its a war! A soft war based on economic impacts
Its a war! A soft war based on economic impacts
Frames trade tensions as warfare and economic threat, positioning Canada in conflict with another nation.
@jacquesmartin9741
Mar 4, 2025
trudeau u should get out from this country. u destroy nice canada. u should go back to live in india or sri lanka. Trump should close the border the for Canada. USA will not loose. …
trudeau u should get out from this country. u destroy nice canada. u should go back to live in india or sri lanka. Trump should close the border the for Canada. USA will not loose. Canada will loose. god bless Trump. from Canada. trudeau u should go to Hell with all this trash Immigrant.
Expresses alarm about immigration and national decline, calls for border closure and leader removal, with xenophobic framing.
@julianrozario-b9d
Mar 4, 2025
As an African-American…… quadruple fkd
As an African-American…… quadruple fkd
Personal identity claim followed by expression of dire concern or threat perception regarding their situation.
@ChefMaine
Mar 4, 2025
Canada is going to suffer
Canada is going to suffer
Expresses anxiety and concern about negative consequences for Canada, reflecting demographic or economic threat perception.
Fear / Threat
0.80
@celiaamaral5058
Mar 4, 2025
We the USA are in serious trouble.
We the USA are in serious trouble.
Expresses concern about the USA being 'in serious trouble,' conveying anxiety about national crisis or threat.
Fear / Threat
0.80
@zeesoutdoors65
Mar 4, 2025
Putin is loving every minute of Trump's presidency
Putin is loving every minute of Trump's presidency
Expresses concern about external threat (Putin benefiting from Trump's presidency), conveying geopolitical anxiety.
Fear / Threat
0.80
@richardwhitehouse3439
Mar 4, 2025
All kingdoms have eventully fallen, so will USA!!!\nIt's about time!!!
All kingdoms have eventully fallen, so will USA!!!\nIt's about time!!!
Expresses apocalyptic sentiment about USA's decline using historical inevitability framing, conveying anxiety about geopolitical power shifts.
@unariver5810
Mar 4, 2025
What will this all lead to a world recession.
What will this all lead to a world recession.
Expresses anxiety about economic consequences (recession) resulting from policy decisions.
@michaela4024
Mar 4, 2025
The Orange Jesus is trying to destroy NATO. He's doing Putin’s bidding.
The Orange Jesus is trying to destroy NATO. He's doing Putin’s bidding.
Expression of concern about a political figure's threat to NATO and alleged foreign allegiance, framing as danger.
@mattbravo5920
Mar 4, 2025
Trump is sending the world into a tail spin. Just to say he's Putins friend. America will find a whole new world with Russia and China. I feel for the American public who are watching …
Trump is sending the world into a tail spin. Just to say he's Putins friend. America will find a whole new world with Russia and China. I feel for the American public who are watching their life go down the gurgler.....even the ones who think he's doing a good job ...won't take long for the peanut to drop in the hole. We'll spoken Trudeau. We'll done canada ??
Expresses alarm about economic and geopolitical consequences, using catastrophic language about the world 'going into a tail spin.'
@KimDawkins-dc2su
Mar 4, 2025
Love Trump or hate him, you don't want to play chicken with him, you'll loose!
Love Trump or hate him, you don't want to play chicken with him, you'll loose!
Comment frames Trump as a threat ('playing chicken') and expresses concern about confrontation with him.
@fultonbenjamin9022
Mar 4, 2025
All under China. The fall of western civilization. Inevitable.
All under China. The fall of western civilization. Inevitable.
Expresses apocalyptic threat narrative about China and Western civilization decline without substantiation.
@jokoholic
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)