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
Apparently, sir, you're incorrect. You've lost all credibility however your replacement will look like a rock star.
Apparently, sir, you're incorrect. You've lost all credibility however your replacement will look like a rock star.
Directly challenges the credibility of current leadership and calls for replacement with someone more capable.
Policy Critique
0.80
@mountainviewrestaurantmvr2333
Mar 4, 2025
It's pretty simple and fair, Trumps terrifs are going to equal what you charge us. How is that not fair? Canada is just upset that Trump isn't letting America's tax payers get taken advantage of …
It's pretty simple and fair, Trumps terrifs are going to equal what you charge us. How is that not fair? Canada is just upset that Trump isn't letting America's tax payers get taken advantage of anymore. Don't let Trudeaus words fool you. He is a dumb, weak and corrupt leader.
Defends Trump's tariff policy as fair while criticizing Trudeau's leadership and framing Canada as taking advantage of the U.S.
@mikemartin4128
Mar 4, 2025
How come no one talks about the trade war Canada imposes on the United States. Who is asking about the tariffs they impose on us?? Lmfao ?.. can we get journalism that gives us both …
How come no one talks about the trade war Canada imposes on the United States. Who is asking about the tariffs they impose on us?? Lmfao ?.. can we get journalism that gives us both sides of the argument??? That’s what Americans actually want
Criticizes media coverage for one-sidedness and calls for balanced journalism on trade disputes.
@briancaparoula6328
Mar 4, 2025
We just nicely recovered from the Covid pandemic and Trump pulls this crap. Unbelievable. Simply unbelievable.
We just nicely recovered from the Covid pandemic and Trump pulls this crap. Unbelievable. Simply unbelievable.
Expresses frustration about Trump's tariff actions disrupting Canada's post-pandemic recovery.
@pjmincanada5747
Mar 4, 2025
Trump will back off these tariffs like he did in 2018. Remember this isnt some economic genius, he’s a an egotistical reality TV guy who has failed/bankrupted every business and relationship/partnership in his entire life.
Trump will back off these tariffs like he did in 2018. Remember this isnt some economic genius, he’s a an egotistical reality TV guy who has failed/bankrupted every business and relationship/partnership in his entire life.
Critiques Trump's economic competence and character while making unverified claims about his business failures and personal relationships.
@kevinfarrell2897
Mar 4, 2025
Instead of making lecture, talk to the government and negotiate something. That’s how Trump works and you have to accept that he is the president. Stop beating around the bush and cut a deal with …
Instead of making lecture, talk to the government and negotiate something. That’s how Trump works and you have to accept that he is the president. Stop beating around the bush and cut a deal with him. That’s the easiest way everyone has a chance to come out happy !!
Critiques Canada's approach as ineffective lecturing and advocates for direct negotiation with Trump as the pragmatic policy solution.
@MightyMightyMyers
Mar 4, 2025
Desperately trying to hold onto power by riding the Trump hate among Canadians. Speaking as a Canadian, get this incompetent criminal, perhaps the worst PM Canada has ever had, out so we can get someone …
Desperately trying to hold onto power by riding the Trump hate among Canadians. Speaking as a Canadian, get this incompetent criminal, perhaps the worst PM Canada has ever had, out so we can get someone who knows what they're doing to manage relations with the US.
Criticizes Trudeau's competence and calls for his removal, framed as a Canadian speaking from lived experience.
@Spadooch
Mar 4, 2025
Trudeau is a moron.
Trudeau is a moron.
Direct criticism of Canadian Prime Minister Trudeau, expressing disapproval of political leadership.
Policy Critique
0.80
@michaelsmith4798
Mar 4, 2025
MAGA has already started to gas light its voters that this is all Biden's fault lol, this is truly insane.
MAGA has already started to gas light its voters that this is all Biden's fault lol, this is truly insane.
Sarcastically critiques Trump voters and MAGA movement for gaslighting about policy responsibility.
@GeeWizKhalifa.
Mar 4, 2025
Trump Voters must feel soooo proud to see how INCOMPETENT the person they vote for is
Trump Voters must feel soooo proud to see how INCOMPETENT the person they vote for is
Sarcastically criticizes Trump voters for supporting an incompetent leader, blending mockery with political critique.
@JG-lx5pm
Mar 4, 2025
Trudeau trying to salvage his embarassment of a political career is laughable. Easy to talk tough when he's going to be out in a matter of days and Poilierve will need to clean up the …
Trudeau trying to salvage his embarassment of a political career is laughable. Easy to talk tough when he's going to be out in a matter of days and Poilierve will need to clean up the poor job he did.
Criticizes Trudeau's political record and credibility while asserting that a successor (Poilievre) will need to fix his failures.
@BrandonZarbo
Mar 4, 2025
Pathetic. These fools who voted for Donald got SO MUCH MORE than what they voted for, and we told them 100 times what was coming.
Pathetic. These fools who voted for Donald got SO MUCH MORE than what they voted for, and we told them 100 times what was coming.
Criticizes voters and government decisions, expressing frustration about predicted consequences that materialized.
@freighttrain7143
Mar 4, 2025
U r not polite and u r not a good president either! Just quit
U r not polite and u r not a good president either! Just quit
Criticizes the Prime Minister's character and performance while implicitly calling for resignation, combining critique with demand for action.
@dianaolex4270
Mar 4, 2025
Terrifs can be good. It just needs to be fine tuned to some products and not everything
Terrifs can be good. It just needs to be fine tuned to some products and not everything
Discusses tariff policy as potentially beneficial if carefully targeted, offering nuanced policy analysis rather than blanket opposition.
@fiestafire5781
Mar 4, 2025
Why is Trump such a f*cking prick? He really hates every alliance we have, doesn't he. This trade war is absolutely pointless.
Why is Trump such a f*cking prick? He really hates every alliance we have, doesn't he. This trade war is absolutely pointless.
Criticizes Trump's trade war policy and alliance-damaging behavior as pointless and harmful to international relationships.
@DanielGoulson
Mar 4, 2025
Trump's tariffs against Canada are arguably ill-conceived. But it doesn't change the fact that Trudeau is Canada's plague. Cute speech though. Self-righteous and rife with hypocrisy ? \n\nLove to the Canadians ?? from an American …
Trump's tariffs against Canada are arguably ill-conceived. But it doesn't change the fact that Trudeau is Canada's plague. Cute speech though. Self-righteous and rife with hypocrisy ? \n\nLove to the Canadians ?? from an American ?? who voted Trump
Critiques both Trump's tariff policy and Trudeau's leadership while comparing American and Canadian political contexts.
@TheHumanSpirit
Mar 4, 2025
This has nothing to do with Canada or the Canadian people. This is a pure transactional move because that is how Trump sees things. He needs the money to finance his agenda and he has …
This has nothing to do with Canada or the Canadian people. This is a pure transactional move because that is how Trump sees things. He needs the money to finance his agenda and he has been told that the money does not exist in terms of what the US Congress can provide. They won't cut military spending and they wouldn't dare touch SS or Medicare. Therefore, Trump is resorting to the only available option which is to have the American people pay for it all and that is what he is doing with these tariffs. He doesn't need to worry about reelection so he couldn't care less how much pain he is inflicting on the very people who voted for him. Elections have consequences.
Analyzes Trump's tariff policy as a financial strategy driven by budget constraints, critiquing the transactional approach and its consequences.
@Steelologist
Mar 4, 2025
Its a shame Trudeau only now grew a backbone. For the americans who dont know he has step down and will not be PM much longer which is why he doesnt mind lashing out.
Its a shame Trudeau only now grew a backbone. For the americans who dont know he has step down and will not be PM much longer which is why he doesnt mind lashing out.
Criticizes Trudeau's delayed assertiveness and frames his current stance as politically motivated by his impending departure.
Policy Critique
0.80
@humbugswangkerton9972
Mar 4, 2025
Trump is SO easily manipulated by Putin and others. All you have to do is tell him he's the victim and that he's very smart and he'll do anything you tell him.\nHis narcissism, greed and …
Trump is SO easily manipulated by Putin and others. All you have to do is tell him he's the victim and that he's very smart and he'll do anything you tell him.\nHis narcissism, greed and emotional retardation are destroying the USA. The number of Americans too idiotic to see it is frightening.\n\nPutin must be pissing his pants laughing at how easy it's all been.
Critiques Trump's susceptibility to manipulation and character flaws, with underlying fear about American vulnerability and societal danger.
@TheDiplococcus
Mar 4, 2025
Idiot calling Putin a murderer....you really want to be a Russian enemy ?\nYou failed Canada, and you are immature to take care of a county.
Idiot calling Putin a murderer....you really want to be a Russian enemy ?\nYou failed Canada, and you are immature to take care of a county.
Criticizes Trudeau's governance and maturity while questioning his approach to Russia, framed as identity-based judgment of leadership failure.
@danielabibo8907
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
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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