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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Policy Critique
5,980 comments
U people R idiots. Put effort into securing your borders and there wouldn’t be a need for tariffs. Americans are tired of wasteful spending. U got away with it with sleepy joe, but those days …
U people R idiots. Put effort into securing your borders and there wouldn’t be a need for tariffs. Americans are tired of wasteful spending. U got away with it with sleepy joe, but those days are over.
Criticism of border security and government spending, framed as justification for tariffs and economic policy.
@Ruso0805
Mar 4, 2025
Trudeau must go! What a shameful display of his childishness. So creepy, so smug. Please God help us all.
Trudeau must go! What a shameful display of his childishness. So creepy, so smug. Please God help us all.
Criticizes Trudeau's behavior and leadership as shameful and childish, combining personal attacks with implicit policy disapproval.
@ritamartino7453
Mar 4, 2025
Trump is surrounded by brownosers, vance the bias, elon the troll thats why trump is out of touch with reality
Trump is surrounded by brownosers, vance the bias, elon the troll thats why trump is out of touch with reality
Criticizes Trump's advisors and their influence on policy decisions, framing them as disconnected from reality.
@anonimofied
Mar 4, 2025
What exactly did Trudeau do against Fentanyl in Canada? He could've ended the entire countries homelessness and created drug rehab facilities for everyone with the amount of money he sent to Ukraine. He probably could've …
What exactly did Trudeau do against Fentanyl in Canada? He could've ended the entire countries homelessness and created drug rehab facilities for everyone with the amount of money he sent to Ukraine. He probably could've used the military equipment that was shipped to patrol the border and prevent more of the drug entering the country.
Critiques Trudeau's policy priorities, questioning spending choices on Ukraine versus domestic issues like homelessness and drug prevention.
@三上家
Mar 4, 2025
Where were you the last few years Trudeau? This is what the Canadian people needed.
Where were you the last few years Trudeau? This is what the Canadian people needed.
Questions Trudeau's absence during recent years and implies approval of current leadership's approach, critiquing prior governance.
Policy Critique
0.75
@KindlyVegan
Mar 4, 2025
Trump told you to stop the fentanyl going over the border into America !! and you chose not to ,,, now there’s 25% tariffs you have yourself to blame. Simple as that. Half the stuff …
Trump told you to stop the fentanyl going over the border into America !! and you chose not to ,,, now there’s 25% tariffs you have yourself to blame. Simple as that. Half the stuff that comes out of your mouth is a lie.
Criticizes government policy on border security and fentanyl while making unsubstantiated claims about truthfulness.
@glennborek2359
Mar 4, 2025
This is crazy. Canada is not our problem.
This is crazy. Canada is not our problem.
Dismissive critique suggesting Canada should not be the focus of concern or policy attention.
Policy Critique
0.75
@melasonbelizaire1185
Mar 4, 2025
Canada should only sell gas and oil the EU. So the EU need not gas from the USA any more.
Canada should only sell gas and oil the EU. So the EU need not gas from the USA any more.
Proposes alternative energy policy for Canada regarding EU trade, comparing geopolitical positioning versus the USA.
@nicoleschnass1307
Mar 4, 2025
Trudeau is as bad as CNN .
Trudeau is as bad as CNN .
Criticizes political leadership (Trudeau) through a comparative negative judgment.
Policy Critique
0.75
@AmbientSounds916
Mar 4, 2025
Don’t trust any politicians . Don’t be surprised if there isn’t more to this
Don’t trust any politicians . Don’t be surprised if there isn’t more to this
Skepticism toward politicians and suggestion of hidden information without evidence.
@090763terryhar
Mar 4, 2025
Trudeau you want war by supporting more war.
Trudeau you want war by supporting more war.
Criticizes Trudeau's foreign policy stance on war and military support, framing it as problematic governance.
@josephloumayonado9226
Mar 4, 2025
This is what happens when you put racism first...????
This is what happens when you put racism first...????
Accuses government of prioritizing racism in policy decisions, combining criticism of policy with ethical judgment.
@jermainemitchell2936
Mar 4, 2025
Trump isn’t a smart man. But he is a man baby who loves to be told he’s a smart man, which is why other leaders do it. \n\nI do wonder what the end game is. …
Trump isn’t a smart man. But he is a man baby who loves to be told he’s a smart man, which is why other leaders do it. \n\nI do wonder what the end game is. Trump wants to make Canada the 51st state (to get the natural resources and despoil the country by drilling for oil). Does he really imagine that this is going to endear Canadians to America. Is he planning to deteriorate the relationship so that eventually he invades Canada? Because the tariffs make absolutely no sense for the reasons Trump has given.
Critiques Trump's intelligence and tariff policy while presenting unverified claims about hidden intentions (annexation, resource exploitation) and expressing invasion anxiety.
@LeoDragon34
Mar 4, 2025
People tried ro warn you about the Cheerio in the white house..no bisness experience only closures..we americans will suffer for not electing correctly..canada were sorry we voted and allowed a fool run this country...
People tried ro warn you about the Cheerio in the white house..no bisness experience only closures..we americans will suffer for not electing correctly..canada were sorry we voted and allowed a fool run this country...
Criticizes Trump's lack of business experience and Trudeau's governance, with personal reflection on voting regret; mixes policy critique with lived experience.
@keithgrant-fn9tg
Mar 4, 2025
He'll be crying to Trump on the phone begging for a solution, this is just a facdae. He will promise to do more regarding the illegal immigration and the flow of fentanyl and 2 weeks …
He'll be crying to Trump on the phone begging for a solution, this is just a facdae. He will promise to do more regarding the illegal immigration and the flow of fentanyl and 2 weeks later the tariffs will be lifted
Criticizes government policy as performative ('facade') while making unsubstantiated claims about future negotiations and tariff outcomes.
@ashm8247
Mar 4, 2025
You are the dictator you marxist bastard.
You are the dictator you marxist bastard.
Attacks the leader with inflammatory language, characterizing them as a dictator and using ideological labels to critique governance.
@ziggyd.6119
Mar 4, 2025
He’s young, handsome and educated but so rude and insolvent . Trudeau, you better shut up!
He’s young, handsome and educated but so rude and insolvent . Trudeau, you better shut up!
Criticizes Trudeau's behavior and demeanor, framing it as rude and insolvent leadership.
Policy Critique
0.75
@ninhpham2431
Mar 4, 2025
Too bad our country doesn't have a leader like this
Too bad our country doesn't have a leader like this
Expresses dissatisfaction with current Canadian leadership by comparing it unfavorably to an implied alternative leader, critiquing governance.
@The_R-n-I_Guy
Mar 4, 2025
Trump does not care about the drugs he just wants the tariffes
Trump does not care about the drugs he just wants the tariffes
Critiques Trump's motives regarding tariffs while making an unverified claim about his intentions without evidence.
@americosilva-g9h
Mar 4, 2025
“Speaking harshly”???—He didn’t advocate for any person or group’s death or curse or make any personal attacks even ???? Canada, would you please consider lowering your visa requirements please omg ?????
“Speaking harshly”???—He didn’t advocate for any person or group’s death or curse or make any personal attacks even ???? Canada, would you please consider lowering your visa requirements please omg ?????
Commenter defends Trump's rhetoric as not harsh while requesting Canada lower visa requirements, mixing policy defense with a direct policy request.
@featherbound8099
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)