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
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
Canada is going to have to consider when working with the US Military is a security risk. Trump at some point will tell his generals he knows best as he does in every endeavor that …
Canada is going to have to consider when working with the US Military is a security risk. Trump at some point will tell his generals he knows best as he does in every endeavor that he knows nothing about. Alignment with ruzzia and now tariffs, this is just the start.
Expresses security concerns about US military alignment under Trump, framing it as an emerging danger.
@gregc8567
Mar 5, 2025
This will take years to recover from...Canadians will not trust America while Trump is president. Everyone will suffer because of what captain Chaos is doing in the white house
This will take years to recover from...Canadians will not trust America while Trump is president. Everyone will suffer because of what captain Chaos is doing in the white house
Expresses anxiety about long-term damage and loss of trust due to U.S. leadership, framing it as a threat to bilateral relations.
@joedassin6432
Mar 4, 2025
Trump is just another Putin i.e expansionist.beware!
Trump is just another Putin i.e expansionist.beware!
Expresses security concern by comparing Trump to Putin and warning of expansionist threat.
@ibrahimkamal6319
Mar 4, 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
We not gonna be able to afford anything and it’s about to get wild in these streets because black people will survive by any means necessary.
We not gonna be able to afford anything and it’s about to get wild in these streets because black people will survive by any means necessary.
Expresses anxiety about economic hardship and potential social unrest, with identity-based framing about survival.
@AlexandriaSmith-z1u
Mar 4, 2025
Land of the free? Home of the brave? Not with President Musk and Vice President Trump playing with people’s lives and futures.
Land of the free? Home of the brave? Not with President Musk and Vice President Trump playing with people’s lives and futures.
Expresses concern about foreign political figures threatening Canadian autonomy and futures.
@scheeses705
Mar 4, 2025
Putin has won and laughing now. He managed to make big allies to fight.
Putin has won and laughing now. He managed to make big allies to fight.
Expresses geopolitical anxiety about Putin's strategic advantage from allied conflict, framing it as a security threat.
@husseinkarim7663
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
Putin’s Dream Come True…few more steps to World Domination w MAGAts following suit - Drump & Elona blindly, gleefully & swiftly tearing down the USA in every possible way\n\nIt’s almost comical how Drump pretends to …
Putin’s Dream Come True…few more steps to World Domination w MAGAts following suit - Drump & Elona blindly, gleefully & swiftly tearing down the USA in every possible way\n\nIt’s almost comical how Drump pretends to be a tough guy - he’s just following orders
Expresses alarm about geopolitical threats and characterizes political figures as dangerous threats to national stability.
@jamesma8209
Mar 4, 2025
Trump wants to be the new Putin and if you can’t see that then you are either dumb or love fascism.
Trump wants to be the new Putin and if you can’t see that then you are either dumb or love fascism.
Expresses alarm about authoritarian threat (Trump as Putin) while making a moral judgment about fascism.
@ericasawthat
Mar 4, 2025
Trump has joined the Axis power, and surrendered to Russia. Say goodbye to Alaska.
Trump has joined the Axis power, and surrendered to Russia. Say goodbye to Alaska.
Expresses alarm about Trump's alleged alignment with Russia and makes an unsubstantiated claim about Alaska, framing as existential threat.
@user-vr8zs3ei7n
Mar 4, 2025
Trump is not really an American. He wants to be king. He has said it aloud. No real American would seek to be king. It is contrary to our national ethos. Trump will lie, do, …
Trump is not really an American. He wants to be king. He has said it aloud. No real American would seek to be king. It is contrary to our national ethos. Trump will lie, do, and say anything to achieve this goal. What Americans don’t get is that kings need to have serfs. That is our role, in Trump’s eyes, as American citizens. He wants us jobless, penniless and totally dependent on the king. You think I am kidding- Trump is a malignant narcissist given to delusions of grandeur and, you voters have given Trump power to make his insanity a reality. Everyone is now bowing down.
Extended warning about Trump's authoritarian ambitions and psychological profile, expressing alarm about citizens becoming dependent 'serfs' under his rule.
@jaimeliang2267
Mar 4, 2025
The Orange Idiot is showing just how much Putin has him in Putin's service. Time & history will tell how greatly corrupted he's been by Putin. The Orange Idiot is just the most despicable piece …
The Orange Idiot is showing just how much Putin has him in Putin's service. Time & history will tell how greatly corrupted he's been by Putin. The Orange Idiot is just the most despicable piece of human excrement ever. It's America's fault as you voted for him. Regret / buyers' remorse doesn't cut much ice wrt this situation. Let's hope the world survives him (physically & politically) without enduring a global war. I won't hold my breath.
Expresses existential concerns about Trump's corruption, Putin influence, and risk of global war, with moral condemnation of his character.
@andytaus1939
Mar 4, 2025
Our country is going to be the outcast of the world. Not a super power anymore
Our country is going to be the outcast of the world. Not a super power anymore
Expresses anxiety about Canada's international standing and loss of power status.
@staceyv8754
Mar 4, 2025
Trump will make America great....enemy of the world ?
Trump will make America great....enemy of the world ?
Expresses concern about Trump making America a threat to the world, framing it as a danger to international relations.
@ccpomicron5533
Mar 4, 2025
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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)