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
reciprocal tariffs aren't a trade war DIPSHIT
reciprocal tariffs aren't a trade war DIPSHIT
Disputes the characterization of tariff policy as trade war, offering alternative policy interpretation with strong language.
Policy Critique
0.75
@Pucketts-metal-works
Mar 4, 2025
Trump betrayed friends and befriend the enemies. He is strong in front of the allies but weak in front of the enemy. I think that strategy will not work well.
Trump betrayed friends and befriend the enemies. He is strong in front of the allies but weak in front of the enemy. I think that strategy will not work well.
Analysis of diplomatic strategy and its effectiveness, critiquing approach to allies and enemies.
@NextgenXP-g7d
Mar 4, 2025
let this make sense, how are you still talking for Canada after stepping down. Lies about Russia to anger Trump
let this make sense, how are you still talking for Canada after stepping down. Lies about Russia to anger Trump
Critiques the former PM's continued public role and makes unsubstantiated claims about spreading false information.
@jimatchiso
Mar 4, 2025
We don’t need Canada
We don’t need Canada
Brief statement rejecting Canada's immigration policy without elaboration, functioning as a policy position statement.
Policy Critique
0.75
@kurtangle6516
Mar 4, 2025
Trudeau acts like he runs the world ??
Trudeau acts like he runs the world ??
Expresses criticism of Trudeau's leadership style and perceived overreach, framed as a critique of political conduct.
Policy Critique
0.75
@CashmeoutMo925
Mar 4, 2025
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
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
These people who take fentanyl take no responsibility for giving drug dealers a reason to bring this drug into America! Instead of these ridiculous tariffs put money into helping these people get clean!!!
These people who take fentanyl take no responsibility for giving drug dealers a reason to bring this drug into America! Instead of these ridiculous tariffs put money into helping these people get clean!!!
Criticism of tariff policy as ineffective compared to drug addiction treatment alternatives.
@stephenholmes5362
Mar 4, 2025
Our allies help protect the US just as we help to protect them. \nTrump think US can stand along, how dumb can one be to think such!\nAmerica brace yourself for a rough, rocket ride! Trump …
Our allies help protect the US just as we help to protect them. \nTrump think US can stand along, how dumb can one be to think such!\nAmerica brace yourself for a rough, rocket ride! Trump is trying to destroy this country!
Criticism of Trump's isolationist foreign policy with warnings about national consequences.
@larryj8923
Mar 4, 2025
CNN is so full of shit they can’t even talk the facts of Donald Trump getting himself in this shit. Pink suit mama Paula is stuttering all over herself. The first thing she says is …
CNN is so full of shit they can’t even talk the facts of Donald Trump getting himself in this shit. Pink suit mama Paula is stuttering all over herself. The first thing she says is how Trudeau spoke of how it’s going to be hard on Canada and then stuttered about it being hard for Americans. But she FAILED to mention that Canada has vowed to be there and make amends for its citizens unlike America whose government has hung its citizens out to dry. CNN also failed to mention ton that Trump signed the current trade agreement when he was president for his first term. Never thought I would see the day CNN would skirt the issue trying their damndest not to use the words the rest of the world is saying and that’s “What the fuck Donald?” Shame on you CNN. You’re the reason the right information isn’t being put out there.
Criticizes media (CNN) coverage of trade policy and Trump's actions, with secondary commentary on the news outlet itself.
@hlsartistry
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
The United States didn’t impose tariffs. Trump MAGA did, weak republican senators and congressmen did. Corporate America did.
The United States didn’t impose tariffs. Trump MAGA did, weak republican senators and congressmen did. Corporate America did.
Critiques U.S. tariff policy and assigns blame to specific political actors and corporate interests, with implicit identity framing about American responsibility.
@sherriejackson2487
Mar 4, 2025
Wow - That reason that was quoted was never shared with us down here... It was always explained as a way to help our economy... Which everyone down here with a brain knew was a …
Wow - That reason that was quoted was never shared with us down here... It was always explained as a way to help our economy... Which everyone down here with a brain knew was a outright lie.... But that was what the fool kept repeating to all of us. Never once was it made or stated as a serious reason, fentanol... That was the Mexico excuse...
Criticizes government's stated rationale for immigration policy as a lie, while making an unverified claim about fentanyl being used as an excuse.
@sammysosa7356
Mar 4, 2025
This is what a narcissistic sounds like, so guys know..
This is what a narcissistic sounds like, so guys know..
Character attack on the speaker using psychological terminology ('narcissistic') to delegitimize their message.
Policy Critique
0.75
@603original
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
President Trump doesn't care. Do you see it? Forget about the White House reaction and think about the facts.
President Trump doesn't care. Do you see it? Forget about the White House reaction and think about the facts.
Critiques government response and urges focus on facts over institutional reactions.
Policy Critique
0.75
@dolfo4765
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)