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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
This is Trump's attempt at a hostile takeover of Canada as if it can be done the same as venture capitalism.
This is Trump's attempt at a hostile takeover of Canada as if it can be done the same as venture capitalism.
Critiques Trump's approach as a hostile takeover attempt, framing it as a threat to Canadian sovereignty.
@ComeCleanAmerica
Mar 4, 2025
Trudeau lost me when he called Donald 'a very smart guy'. I'm onboard with retaliating against Trump's tariffs even if it increases prices of goods I want to buy.
Trudeau lost me when he called Donald 'a very smart guy'. I'm onboard with retaliating against Trump's tariffs even if it increases prices of goods I want to buy.
Criticizes Trudeau's characterization of Trump while expressing support for retaliatory tariff policy despite personal cost.
@moodygirl609
Mar 4, 2025
They have no leverage. They will cave like all the others.
They have no leverage. They will cave like all the others.
Expresses skepticism about Canada's negotiating position and predicts capitulation, combining strategic critique with pessimism.
@marcopolo-xj4yw
Mar 4, 2025
Canada gonna lose n they know it . They dont mind us paying tariffs . Why do any Americans want us to pay but not them . Because u not too smart
Canada gonna lose n they know it . They dont mind us paying tariffs . Why do any Americans want us to pay but not them . Because u not too smart
Criticizes US tariff policy toward Canada while making a dismissive identity-based claim about American intelligence.
@RobertWagner-c7z
Mar 4, 2025
Trump is jealous of German or European cars. That's why penalty duty. The Yankees should buy their own junk cars.
Trump is jealous of German or European cars. That's why penalty duty. The Yankees should buy their own junk cars.
Critiques Trump's tariff policy as motivated by jealousy, with sarcastic dismissal of American vehicles.
@hansj.k2671
Mar 4, 2025
He needs to be talking to his own country we don't want to hear what he has to say. CNN will support Canada before they would the US
He needs to be talking to his own country we don't want to hear what he has to say. CNN will support Canada before they would the US
Criticizes the government's diplomatic approach and suggests it should focus internally rather than on US relations.
@enw45
Mar 4, 2025
Trudeau needs to talk about magatardism like the scourge it is, as well.
Trudeau needs to talk about magatardism like the scourge it is, as well.
Commenter critiques the Prime Minister's approach to addressing what they view as a political ideology problem.
Policy Critique
0.75
@wconradjr
Mar 4, 2025
Has anyone noticed that there's been nothing but threats there's been no capitulation or understanding
Has anyone noticed that there's been nothing but threats there's been no capitulation or understanding
Observational critique of negotiation approach, noting absence of dialogue or compromise in policy interactions.
Policy Critique
0.75
@adescorner
Mar 4, 2025
Just bann all American products across canada, develop your partnerships with Mexico and Central America countries. They have the rigth of imposing whatever tariffs they want. See how Russia developed their own industry when all …
Just bann all American products across canada, develop your partnerships with Mexico and Central America countries. They have the rigth of imposing whatever tariffs they want. See how Russia developed their own industry when all west companies left after the war. There is nothing better than those tariffs. For both parts. But, if you want to give your but, keep giving it to them.
Critique of Trudeau's retaliatory trade policy as internally inconsistent or contradictory.
Policy Critique
0.75
@ивансоколов-ь7к5л
Mar 4, 2025
Bahahahahaha im not going to even watch this clownn gk him and the ppl who abide by “buy made in canada” hahaha what the fk has he done for every Canadian???!!! Ask urself that?? Killed …
Bahahahahaha im not going to even watch this clownn gk him and the ppl who abide by “buy made in canada” hahaha what the fk has he done for every Canadian???!!! Ask urself that?? Killed and tried to kill pp. don’t listen to this corrupt clown omg wakeup canada. Lmao of course he doesn’t want this!!!! Why would he , he being exposed!! Omg whatever bloody circus
Harsh criticism of Trudeau's record and credibility using sarcasm and dismissive humor, questioning his effectiveness.
@followurheart1112
Mar 4, 2025
I would open the market for Chinese EV if I were canadian PM, this just to hurt Elon Musk and Tesla, and I would put tariffs on american EV.
I would open the market for Chinese EV if I were canadian PM, this just to hurt Elon Musk and Tesla, and I would put tariffs on american EV.
Commenter proposes alternative trade policy while comparing Canada's approach to US/Tesla strategy, framed as criticism of current approach.
@diegoyanesholtz212
Mar 4, 2025
There's one about the fentanyl that I find rather strange. The smugglers wouldn't be bringing it in unless there's a market for the stuff. So, the simple solution is stop using it, and, problem solved. …
There's one about the fentanyl that I find rather strange. The smugglers wouldn't be bringing it in unless there's a market for the stuff. So, the simple solution is stop using it, and, problem solved. There's more than one dumb American.
Critiques the fentanyl policy argument by proposing an alternative solution and questioning the logic of the stated problem.
@eamonryan2198
Mar 4, 2025
Trump is doing what he said he would do,nothing new,he is cutting off the parasites.
Trump is doing what he said he would do,nothing new,he is cutting off the parasites.
Defends Trump's policy approach while using dehumanizing language ('parasites') toward immigrants.
@binojacob8685
Mar 4, 2025
He’s gracious to speak of “they” the government of the US when in reality, MAGA and the other ignorant, uninformed voters put Trump and his lackey’s in leadership positions.
He’s gracious to speak of “they” the government of the US when in reality, MAGA and the other ignorant, uninformed voters put Trump and his lackey’s in leadership positions.
Criticizes Trump's election and leadership while blaming MAGA voters for poor decision-making.
@lous3772
Mar 4, 2025
his party has collapsed around him and want nothing to do with him
his party has collapsed around him and want nothing to do with him
Commentary on political party dynamics and leadership, critiquing the state of Trump's political support.
Policy Critique
0.75
@beegreensgreens
Mar 4, 2025
He speaks tough for someone on the way out lol
He speaks tough for someone on the way out lol
Critiques the PM's credibility by noting his political position is weakened, using sarcasm.
@brendanfernandez8744
Mar 4, 2025
Justin, I thought you already resigned? Why you still speaking? But anyway, good luck to you. What Pres Trump request is not a rocket science. Well, you tariffs USA ?? we just reciprocate the deal.
Justin, I thought you already resigned? Why you still speaking? But anyway, good luck to you. What Pres Trump request is not a rocket science. Well, you tariffs USA ?? we just reciprocate the deal.
Critiques the Prime Minister's political position while discussing trade policy negotiations with the USA.
@beautifulmom9816
Mar 4, 2025
Stop your BS reporting! It is a sad situation to get through from other countries' administrations!
Stop your BS reporting! It is a sad situation to get through from other countries' administrations!
Criticizes reporting quality and references problematic foreign administrations, combining media critique with policy-level concerns.
@BehnamMoghadasi-d8q
Mar 4, 2025
Prudeau is a crazy dictator. He has never cared for Canada, only the illegals who live there. It must be hitting his scam money!!
Prudeau is a crazy dictator. He has never cared for Canada, only the illegals who live there. It must be hitting his scam money!!
Attacks Trudeau's character and policies while making unsubstantiated claims about corruption and prioritizing undocumented immigrants.
@fit-bits6658
Mar 4, 2025
Isn't Ironic that President Trump cabinet PICKS Are Pro Russian? Why bother with Ukraine ? THE PRIZE IS US (A)
Isn't Ironic that President Trump cabinet PICKS Are Pro Russian? Why bother with Ukraine ? THE PRIZE IS US (A)
Critiques Trump's cabinet picks as pro-Russian and questions U.S. policy priorities regarding Ukraine, with comparative framing to Russia.
@marilynlarosa6507
Mar 4, 2025
Compare Videos
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)