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
Shut up Trudeau. Your not tuff and you got us into this mess
Shut up Trudeau. Your not tuff and you got us into this mess
Blames Trudeau for creating a problematic situation, combining personal criticism with policy responsibility.
@Gizzard4400
Mar 4, 2025
It disgusts me this piece of shit represents Canada
It disgusts me this piece of shit represents Canada
Expresses strong disapproval of Trudeau's representation of Canada through emotional language.
Policy Critique
0.85
@MrSupertwo
Mar 4, 2025
Everything happening is allready his fault and stupidity!!! Now hé is throwing oil on the fire!!! Get that idiot out of office ASAP and get him to face justice!!! JUSTIN TRUDEAU imposed tariff way higher …
Everything happening is allready his fault and stupidity!!! Now hé is throwing oil on the fire!!! Get that idiot out of office ASAP and get him to face justice!!! JUSTIN TRUDEAU imposed tariff way higher than the american do with his CARBON TAXE that hé want to triple!! Justin the traitor!!!
Strongly criticizes Trudeau's policies (carbon tax, tariffs) and calls for his removal from office, combining policy critique with a call to action.
@bernardriverin1118
Mar 4, 2025
How I wish we had a sane decent leader. Who knows, maybe we'll have a military coup at this point. Thank you Canada for being sane and rational, hopefully we will recover and get a …
How I wish we had a sane decent leader. Who knows, maybe we'll have a military coup at this point. Thank you Canada for being sane and rational, hopefully we will recover and get a Biden type who cares about all citizens and our place in the world again...
Criticizes current leadership as insane/irrational and expresses desire for different governance, with comparative framing to Biden and implicit national identity concerns.
@elizabethheyenga9277
Mar 4, 2025
Trump's so called art of deal is backfiring tremendously and the one who suffers are people like us who are only trying to get by
Trump's so called art of deal is backfiring tremendously and the one who suffers are people like us who are only trying to get by
Criticizes Trump's trade policy as harmful to ordinary people trying to survive, combining policy analysis with personal impact.
@fieradrake7855
Mar 4, 2025
Worst president ever.Shame for America
Worst president ever.Shame for America
Harsh criticism of the U.S. president's performance and leadership.
Policy Critique
0.85
@I.M.Mitrovski
Mar 4, 2025
This moron has gutted his country over the past 8 years, He is an out of control, manipulative, self-deluded tyrant. Period. Trumps tariffs have nothing to do with the economic mess this country in.
This moron has gutted his country over the past 8 years, He is an out of control, manipulative, self-deluded tyrant. Period. Trumps tariffs have nothing to do with the economic mess this country in.
Harshly criticizes Trudeau's governance and economic record while dismissing Trump's tariffs as a cause of Canada's problems.
@brianjc8541
Mar 4, 2025
I'm definitely not a fan of Trudeau but easily this is his best moment as our prime minister
I'm definitely not a fan of Trudeau but easily this is his best moment as our prime minister
Commenter expresses qualified approval of Trudeau's specific action while maintaining general disapproval, balancing policy evaluation.
Policy Critique
0.85
@sacheenmehta1982
Mar 4, 2025
Hey did you not steal your people's money from there bank accounts ? I will wait for your response Justin! Hey thought you said you had no interest in baning gun in your country also.
Hey did you not steal your people's money from there bank accounts ? I will wait for your response Justin! Hey thought you said you had no interest in baning gun in your country also.
Combines accusations of financial misconduct and gun policy criticism, with unverified claims presented as fact.
@gruffsbadmojo
Mar 4, 2025
What does illegal drug dealing have to do with sudden tariffs on every day goods? Nothing! We can watch Trump becoming more and more insane at high speed.His methods: loudness , lies over lies, and …
What does illegal drug dealing have to do with sudden tariffs on every day goods? Nothing! We can watch Trump becoming more and more insane at high speed.His methods: loudness , lies over lies, and blackmailing.
Criticizes Trump's tariff policy as illogical and condemns his methods (loudness, lies, blackmail) as unethical governance.
@hans-jorgciesinski8878
Mar 4, 2025
Trudeau is a weak leader! For the past 10 years, he has mismanaged Canada’s finances, leaving the country in a fragile position. Instead of focusing on Canada, he spent his time touring the world to …
Trudeau is a weak leader! For the past 10 years, he has mismanaged Canada’s finances, leaving the country in a fragile position. Instead of focusing on Canada, he spent his time touring the world to defend Ukraine. He chose Ukraine over his own citizens—this is who Trudeau is, a traitor to his country!
Criticizes Trudeau's leadership and financial management while framing him as disloyal to Canada, combining policy critique with nationalist identity framing.
@Mirabella64
Mar 4, 2025
Everybody in Canada wants to vote Trudeau out but he cancelled parliament and pro longed an election to happen. But he speaks about other leaders and “dictators.” Trudeau is a joke. Canada wants an election. …
Everybody in Canada wants to vote Trudeau out but he cancelled parliament and pro longed an election to happen. But he speaks about other leaders and “dictators.” Trudeau is a joke. Canada wants an election. To elect a real leader. Let’s go Canada!
Criticizes Trudeau's governance and parliamentary decisions while calling for an election and new leadership.
@s.k.8980
Mar 4, 2025
Trudeau is a puke. This guy needs to go and put someone who knows what they are doing in charge.
Trudeau is a puke. This guy needs to go and put someone who knows what they are doing in charge.
Expresses contempt for Trudeau's leadership and calls for his replacement with a more competent leader.
@bretjacobson782
Mar 4, 2025
Even Zelensky is enough to debate Trump. How much more if that was Justin.\nTariff for Canada and sanctions removal for putin. \nYou put idiot in the office and surrounded by minions, wallahhh... America at its …
Even Zelensky is enough to debate Trump. How much more if that was Justin.\nTariff for Canada and sanctions removal for putin. \nYou put idiot in the office and surrounded by minions, wallahhh... America at its finest ??
Criticizes Trump's policies (tariffs and sanctions removal) and compares his leadership unfavorably to other leaders.
@abuxxx3607
Mar 4, 2025
Tariffs is nothing but protecting own country manufacturers and entrepreneurs. Let US be and Canada can raise Tariffs to protect yr own country interest. There is many more country for you to work with.
Tariffs is nothing but protecting own country manufacturers and entrepreneurs. Let US be and Canada can raise Tariffs to protect yr own country interest. There is many more country for you to work with.
Commenter defends tariff policy as legitimate national economic protection, critiquing the approach while framing it as reasonable self-interest.
@realmlee8803
Mar 4, 2025
This guy is such a hipocrite he does the same thing to Canadians already.
This guy is such a hipocrite he does the same thing to Canadians already.
Accuses Trudeau of hypocrisy for criticizing tariffs while allegedly applying similar policies domestically.
Policy Critique
0.85
@DbiPro
Mar 4, 2025
What's it about? It's about money. It's about a gangster family in the Whitehouse, and oligarchs in the administration, all trying to make as much money as possible. There's no other explanation possible. That's the …
What's it about? It's about money. It's about a gangster family in the Whitehouse, and oligarchs in the administration, all trying to make as much money as possible. There's no other explanation possible. That's the only explanation that comes close to making any sense. Now more than ever, even if these tariffs are short-lived, Canada needs to move away from U.S. trade. This is necessary for the long term survival and prosperity of Canada. We need to make every effort to increase trade with the pacific rim, Europe and South America. There may be some short-term pain, but it has to happen. Given the events of the last few years in the U.S., Canadians have to realize that things can get even worse, and will likely never be the same. There is very little reason to believe that the ties Canada has had with the U.S. will ever be what they were, or indeed any reason to believe that that is even desirable now.
Critiques US trade policy and tariffs, advocates for Canada to diversify trade away from the US, with comparative framing of US-Canada relations.
@jonbarnard7186
Mar 4, 2025
How about the guns and fentanyl that is imported to Ontario, Canada by American criminals? Our Prime Minister did not mention that, only because he is not about tit for tat. But hey, I have …
How about the guns and fentanyl that is imported to Ontario, Canada by American criminals? Our Prime Minister did not mention that, only because he is not about tit for tat. But hey, I have nothing to lose except for half my family in the States. You guys need to educate your children so they understand how good we have it or how good we did have it. You have thrown it all away because of the election of a predator and felon to the White House. Good luck with that.
Critiques PM's policy focus while comparing Canada-US relations and expressing concern about American political direction affecting Canada.
@aq9714
Mar 4, 2025
How ridiculous is this? America has a 58 billion dollar trade surplus with Canada so explain to me how Trump thinks his nation is being screwed by Canada?
How ridiculous is this? America has a 58 billion dollar trade surplus with Canada so explain to me how Trump thinks his nation is being screwed by Canada?
Critiques Trump's trade policy claims by presenting economic data (trade surplus) to challenge the premise of his position.
@BernardMorrey
Mar 4, 2025
“There are no winners in a trade war, so we are going to immediately engage in a trade war.” No one even acknowledges Trump’s justification for retaliatory tariffs be it wrong or stupid or whatever. …
“There are no winners in a trade war, so we are going to immediately engage in a trade war.” No one even acknowledges Trump’s justification for retaliatory tariffs be it wrong or stupid or whatever. Everyone just acts like he decided to do it out of the blue.
Critiques Trump's contradictory stance on trade wars with sarcastic framing, pointing out the logical inconsistency in his stated position.
@BrandonGruber0
Mar 4, 2025
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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
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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
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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
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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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