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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Unverified Claim
3,221 comments
WEF Puppet and tin pot dictator. I hope his people remember what he did to the truckers. \n\nTrump is putting his country first just like our wet behind the ears prime minister Two-Tier-Kier should be …
WEF Puppet and tin pot dictator. I hope his people remember what he did to the truckers. \n\nTrump is putting his country first just like our wet behind the ears prime minister Two-Tier-Kier should be doing instead of spaffing our tax money up the wall. All of you who sat in London are a disgrace. You think you can wage war with Russia risk putting us into world war 3 and win, but I suggest, no longer are your screws just loose, but they have fallen out completely. The lunatics truly have taken over the asylum as they deliberately seek the great reset regardless of the cost of millions of lives. ?
Contains multiple unverified claims ('WEF Puppet,' 'great reset,' war with Russia risks) alongside conspiracy-adjacent assertions presented without evidence.
@SecretBeachHunter
Mar 4, 2025
The American people ARE dumb. All their prices will go up and worsen inflation lol. \nTrump IS a dictator….hitler also promised his people financial saving…..
The American people ARE dumb. All their prices will go up and worsen inflation lol. \nTrump IS a dictator….hitler also promised his people financial saving…..
Makes unverified claims about American intelligence and economic consequences, while comparing leader to Hitler without evidence.
@justanothercreator7273
Mar 4, 2025
This is a clear indication that the US is partnering with Russia and is now part of the Evil Empire. I guess Americans need to start learning Russian now.
This is a clear indication that the US is partnering with Russia and is now part of the Evil Empire. I guess Americans need to start learning Russian now.
Makes unsubstantiated claims about US-Russia partnership and alignment with evil, presented as factual assertion.
@123jpoon
Mar 4, 2025
There is something else going on here with Trump. Something much more sinister .... starting house own bitcoin and dumping them at top dollar, destabilising stocks (no doubt lots of people with inside knowledge short …
There is something else going on here with Trump. Something much more sinister .... starting house own bitcoin and dumping them at top dollar, destabilising stocks (no doubt lots of people with inside knowledge short selling stocks). Where are the checks and balances to ensure a president isn't being unlawful or in the pocket of a Russian?
Makes specific factual allegations about Trump's financial misconduct and insider trading without evidence, combined with security/corruption concerns.
@PhilHaddon
Mar 4, 2025
Trump wants to emulate Putin. Trump has already said America won’t have election again.
Trump wants to emulate Putin. Trump has already said America won’t have election again.
Makes specific factual claims about Trump's intentions (emulating Putin, eliminating elections) presented without evidence.
@wetbadger2
Mar 4, 2025
And US citizens just stay and watch how the russian puppet is doing Putin’s work right in the middle of white house…
And US citizens just stay and watch how the russian puppet is doing Putin’s work right in the middle of white house…
Makes an unsubstantiated claim that a political leader is a 'Russian puppet' doing Putin's bidding, presented as fact without evidence.
@endrit2705
Mar 4, 2025
Well now trump can buy the Russia gas and oil they will be happy well done.
Well now trump can buy the Russia gas and oil they will be happy well done.
Makes a specific factual assertion about Trump's trade intentions with Russia without evidence, presented as a claim about future policy.
@madeleinegybels5389
Mar 4, 2025
You can go get a crack pipe at a vending machine in Canada shut up
You can go get a crack pipe at a vending machine in Canada shut up
Specific factual claim about drug vending machines in Canada presented without evidence as criticism.
@alexocasio7150
Mar 4, 2025
Trump is Putin's asset. Putin wants to destroy Western democracy. He is succeeding. \n\nTime to wake up or be forgotten.
Trump is Putin's asset. Putin wants to destroy Western democracy. He is succeeding. \n\nTime to wake up or be forgotten.
Makes unsubstantiated claim that Trump is Putin's asset and that Putin is destroying Western democracy, presented as fact without evidence.
@DimaZheludko
Mar 4, 2025
don’t be fool peasants they all in on it all the governments about the tariff wars just to raise prices on all of you don’t play the games
don’t be fool peasants they all in on it all the governments about the tariff wars just to raise prices on all of you don’t play the games
Presents conspiracy theory that governments are coordinating tariff wars to manipulate prices without evidence.
@Yourmama225
Mar 4, 2025
What did they call the Democrats, “the looney left”? What irony. The shocker though is 45% of Americans think this is a good idea.
What did they call the Democrats, “the looney left”? What irony. The shocker though is 45% of Americans think this is a good idea.
Presents a specific factual claim (45% of Americans support this) without evidence, though also includes ironic commentary.
@josephsmith594
Mar 4, 2025
Mass terminations of federal employees ??⚠️, directed by Donald Trump ?️??️ and Elon Musk ?? through DOGE ?☠️, are expected to wreak havoc on the Bureau of Labor Statistics (BLS) ??? Employment Situation report for …
Mass terminations of federal employees ??⚠️, directed by Donald Trump ?️??️ and Elon Musk ?? through DOGE ?☠️, are expected to wreak havoc on the Bureau of Labor Statistics (BLS) ??? Employment Situation report for February 2025, scheduled for release on March 7, 2025. ⏳??\nhttps://youtube.com/watch?v=UM_WCKwSkmc
Makes specific factual claims about Trump/Musk-directed federal terminations and their expected impact on BLS reports without evidence.
@futureglobal7258
Mar 4, 2025
Let's be fucking clear here; much more fentanyl is coming into Canada from the US than vice versa.
Let's be fucking clear here; much more fentanyl is coming into Canada from the US than vice versa.
Presents a specific factual claim about fentanyl flows between countries without evidence, while comparing Canada and US drug trafficking patterns.
@dereckpoirier1992
Mar 4, 2025
Is it possible that this is all about access to critical minerals - which Canada and Ukraine hav in abundance. America has form in creating a pretence to go to war to protect access to …
Is it possible that this is all about access to critical minerals - which Canada and Ukraine hav in abundance. America has form in creating a pretence to go to war to protect access to cheap oil. But in the past these wars were against arab nations and so the West found it easy to 'other' and accept the need for war. Now America under Trump is hoping to secure critical minerals (modern day oil) - but because they are allies he cant start an outright war. So hes doing it through trade. This is old form for America. When looked through this lense is not so difficult to understand. The big question is will the west allow him to bully western allies - democracies to be bullied into submission?
Presents a specific conspiracy theory about Trump's hidden motives regarding critical minerals without evidence, comparing to past US military interventions.
@CarolHautotOnline
Mar 4, 2025
It’s not a dumb thing for him to do. His goal is to stay out of prison for whatever Putin has on him. If he dismantles the country completely there will be no pathway to …
It’s not a dumb thing for him to do. His goal is to stay out of prison for whatever Putin has on him. If he dismantles the country completely there will be no pathway to prosecute when the truth comes out which it will. Rather than dumb it’s a dark and sick and sociopathic thing to do parallel to only a handful of the worst bad actors in history. We need to distinguish between dumb and evil. This is the distinction the WSJ missed.
Makes unsubstantiated claims about Putin's leverage and deliberate dismantling of institutions without evidence.
@carolynkapner4188
Mar 4, 2025
Elon probably plans on buying all the tanked stocks so he can literally own usa.?
Elon probably plans on buying all the tanked stocks so he can literally own usa.?
Presents a speculative conspiracy theory about Elon Musk's financial plans without evidence, framed as a factual claim.
@TinaL-y1r
Mar 4, 2025
Trump had been a known Russian asset for 40 years. The work that the KGB, FSB and Putin's operatives have put in to cultivate figures at the top of this regime has paid off in …
Trump had been a known Russian asset for 40 years. The work that the KGB, FSB and Putin's operatives have put in to cultivate figures at the top of this regime has paid off in spades.
Presents specific conspiratorial claims about Trump being a Russian asset for 40 years without evidence, combining unsubstantiated allegations with threat framing.
@jetfueled2563
Mar 4, 2025
O yea fentanyl coming from Canada the main place where opioids grow.\n\nEdit: O he said it himself.
O yea fentanyl coming from Canada the main place where opioids grow.\n\nEdit: O he said it himself.
Makes a sarcastic claim that Canada is 'the main place where opioids grow' (factually false), mixing unverified assertion with ironic commentary.
@SSR2902
Mar 4, 2025
Trump is for his people....Trudeau is against his people because he is a WEF puppet!
Trump is for his people....Trudeau is against his people because he is a WEF puppet!
Makes unverified claim that Trudeau is a 'WEF puppet' without evidence, presenting it as factual assertion.
@eriksam1132
Mar 4, 2025
Hey bro., Trump doesn’t care because he gets more from Putin???
Hey bro., Trump doesn’t care because he gets more from Putin???
Makes an unsubstantiated claim that Trump receives financial benefits from Putin without evidence, framed as a question.
@SexySexyGirl
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)