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
Like what does Donald have to do to have him removed from power. He has single handedly killed the USD is starting inflation and driving away allies and befriending Putin. That's not even all of …
Like what does Donald have to do to have him removed from power. He has single handedly killed the USD is starting inflation and driving away allies and befriending Putin. That's not even all of beginning in a matter of 6 weeks.
Criticizes Trump's policies and leadership decisions (inflation, foreign relations) with specific grievances about economic and diplomatic harm.
@timmueller1885
Mar 4, 2025
Canada, you should have gone to fifty per cent tariffs on USA, let americans like that????
Canada, you should have gone to fifty per cent tariffs on USA, let americans like that????
Critiques Canada's tariff policy response to the USA, suggesting a stronger negotiating stance.
@MarisaPaola-um5yb
Mar 4, 2025
Not a fan of Trudeau, I was actually relieved that he resigned but man! Very well spoken man he is! Canada strong!
Not a fan of Trudeau, I was actually relieved that he resigned but man! Very well spoken man he is! Canada strong!
Mixed critique of Trudeau balanced with acknowledgment of his communication skills, while asserting Canadian national pride.
@johne0824
Mar 4, 2025
Trudeau your people hate you just like Americans hate Biden I Thought you were going to resign? . You talk fentinal but you refuse to close off smuggling, don't lie to us or the world.
Trudeau your people hate you just like Americans hate Biden I Thought you were going to resign? . You talk fentinal but you refuse to close off smuggling, don't lie to us or the world.
Criticizes Trudeau's leadership and accuses him of inaction on border/fentanyl issues; includes unsubstantiated claim about public disapproval.
@oldguyrulesweyerman6955
Mar 4, 2025
UKRAINE MUST GET INTO NATO FIRST BEFORE HE SIGN ANY DEAL.... NATO U ARE WASTING UR TIME...!!!!!!!!!!!!! TIME IS RUNNING OUT... FKING COWARDICE.. WHY ARE U NOT RECOGNISING UKRAINE... WHAT DO U THINK PUTIN WANTS …
UKRAINE MUST GET INTO NATO FIRST BEFORE HE SIGN ANY DEAL.... NATO U ARE WASTING UR TIME...!!!!!!!!!!!!! TIME IS RUNNING OUT... FKING COWARDICE.. WHY ARE U NOT RECOGNISING UKRAINE... WHAT DO U THINK PUTIN WANTS UKRAINE FOR...??? IF THIS DEAL HAPPENS WITH DONALD TRUMP IS EQUIVALENT TO SURRENDERING TO PUTIN....!!!!!!!!! GET THE FACTS RIGHT DONALD TRUMP IS ALIGNED WITH PUTIN IDEOLOGY....!!!!!!!!!!!!! U ARE HANGING UKRAINE IN A VERY VULNERABLE POSITION HE WILL HAVE NO CHOICE BUT TO GIVE IN TO AUTOCRATS...
Criticizes Trump's Ukraine policy as capitulation to Putin while expressing security concerns about NATO and geopolitical vulnerability.
@deborahmeghan5583
Mar 4, 2025
2 things we don't want in Canada. The Liberal crooks and a trade war with the US. That man Trudeau ruined Canada more that Biden and Kamala did to the US.Trudeau supported fentanyl in Canada. …
2 things we don't want in Canada. The Liberal crooks and a trade war with the US. That man Trudeau ruined Canada more that Biden and Kamala did to the US.Trudeau supported fentanyl in Canada. Allowing users to commit crimes without legal consequence. Catch amd release when they commit home invasions stabbings break amd enter. Tax payer funded injection sites. Only changed his tune to please Trump.
Criticizes Liberal government policies (fentanyl, catch-and-release, injection sites) with some unverified claims mixed into broader policy opposition.
@daveeastern7023
Mar 4, 2025
I always understood the tariffs on Mexico in order to force the Mexican gvt to fight the Cartel. I understand the China tariffs and doing what it takes to sell less Chinese products here and …
I always understood the tariffs on Mexico in order to force the Mexican gvt to fight the Cartel. I understand the China tariffs and doing what it takes to sell less Chinese products here and more US products.\n\nNow…… Canada???? Really? They are our closest brother country! This is stupid!!! We need Canada and they need us. Donald doesn’t speak for this country.
Critiques Trump's tariff policy on Canada as illogical and counterproductive, distinguishing it from tariffs on Mexico and China.
@chefernesto6082
Mar 4, 2025
Use the money fighting drugs give it to average people to have a good life watch the drug problem go away
Use the money fighting drugs give it to average people to have a good life watch the drug problem go away
Critiques government spending priorities and proposes an alternative policy approach to address drug problems and living standards.
@Rwmd953
Mar 4, 2025
Sad that Justin Trudeau has become a good Prime Minister now that he is leaving.
Sad that Justin Trudeau has become a good Prime Minister now that he is leaving.
Expresses a paradoxical critique that the PM has improved as a leader only now that he is leaving, implying prior policy failures.
Policy Critique
0.80
@gusj2800
Mar 4, 2025
Sending our troupes in Ukraine \nUneceptable, a other stupid idea from the guy that ruine our economy ... ? budget will balance it selft what a fool
Sending our troupes in Ukraine \nUneceptable, a other stupid idea from the guy that ruine our economy ... ? budget will balance it selft what a fool
Criticizes military deployment to Ukraine and economic management as foolish decisions, with underlying anxiety about national consequences.
@justicewarrior9166
Mar 4, 2025
The dayTrudeau remembered he was Canadian and not US lapdog ? but don’t be fooled he is also a lying murderous asshole supporting US proxy wars and the gen-0-cide in Gaza .
The dayTrudeau remembered he was Canadian and not US lapdog ? but don’t be fooled he is also a lying murderous asshole supporting US proxy wars and the gen-0-cide in Gaza .
Criticizes Trudeau's foreign policy alignment with the US and support for military interventions, framing him as complicit in unethical actions.
@skeptic0cynic0
Mar 4, 2025
Sure this was necessary, but don't forget Trudeau has been putting tariffs on Canadians for a while with carbon tax and was planning to quadruple it. Trump might not be the hero for America, Trudeau …
Sure this was necessary, but don't forget Trudeau has been putting tariffs on Canadians for a while with carbon tax and was planning to quadruple it. Trump might not be the hero for America, Trudeau is for sure the villain of Canada.
Critiques Trudeau's domestic policies (carbon tax) while comparing him unfavorably to Trump, framing Trudeau as Canada's primary problem.
@chickenshawarman
Mar 4, 2025
Trudeau - zero people care about anything you say and none of it is true. Changing the channel.
Trudeau - zero people care about anything you say and none of it is true. Changing the channel.
Dismisses Trudeau's credibility and statements as false, expressing distrust in leadership and policy messaging.
@Missionroad49
Mar 4, 2025
All you US dems liberal cnn brainwashed morons speaking good about Trudeau is hilarious. This idiot has destroyed Canada that's why he and his libtards is getting the boot come election. Liberal woke idiots
All you US dems liberal cnn brainwashed morons speaking good about Trudeau is hilarious. This idiot has destroyed Canada that's why he and his libtards is getting the boot come election. Liberal woke idiots
Criticizes PM's governance record and policies while dismissing supporters through partisan identity framing.
@gussalex3740
Mar 4, 2025
These CNN followers are so one-sided and blind . Trudeau has been terrible for canada so just stfu
These CNN followers are so one-sided and blind . Trudeau has been terrible for canada so just stfu
Criticism of Trudeau's governance record and dismissal of CNN followers as biased, combining policy critique with meta-commentary.
@EndZiiel
Mar 4, 2025
You had to open borders just like Biden. That's why nobody trusts you well. One of the reasons anyway.
You had to open borders just like Biden. That's why nobody trusts you well. One of the reasons anyway.
Criticism of Trudeau's border policy compared to Biden's, citing loss of public trust as a consequence.
@BruceChuff
Mar 4, 2025
If Canada is such a great friend of the US, then why have they not paid their NATO bill or manned their borders? Also, if Canada feels that the US is being unfair or not …
If Canada is such a great friend of the US, then why have they not paid their NATO bill or manned their borders? Also, if Canada feels that the US is being unfair or not great friends and allies, then wy the public temper tantrum. Go find new friends build new alliances. Dear Canadians you are a sovereign nation. JT says you will fight? Why? The US is also a sovereign nation and has a right to be friends with any country. Yes, including Russia. Isnt that what you claimed when Russia invaded the Ukraine? Ukraine could be friends with anyone and did not give Russia the rigt to invade.
Critiques Canadian NATO contributions and government response while comparing Canada's sovereignty claims to Ukraine's situation.
@colleenjones8607
Mar 4, 2025
Justin Dudeblow is playinng directly in to Trumps hands.\nThis is exactly what he knew was going ro happen. \n*THE NET RESULT IS MORE MANUFACTURING IN AMERICA*
Justin Dudeblow is playinng directly in to Trumps hands.\nThis is exactly what he knew was going ro happen. \n*THE NET RESULT IS MORE MANUFACTURING IN AMERICA*
Critiques the Prime Minister's handling of trade relations while comparing outcomes between Canada and America.
@baxterscientific
Mar 4, 2025
Our borders aren't safe. Trudeau opened up our borders to allow all these immigrants into our country and mow have ISIS terrorist here in Canada. Trudeau is the biggest terrorist in this country. We wouldn't …
Our borders aren't safe. Trudeau opened up our borders to allow all these immigrants into our country and mow have ISIS terrorist here in Canada. Trudeau is the biggest terrorist in this country. We wouldn't be in this mess if it wasn't for Trudeau. He is the biggest liar. He put Canadians at risk. Since Trudeau got in the suicide rates have gone up and it's Trudeau who is at fault. We are fed up with what he has and continues to do and we are feeling completely lost with how we are going to get out of this mess. Canadians want an election for our prime minister. We want Trudeau gone. We don't have any faith in our government officials.
Critiques immigration policy and government leadership while making unverified claims about ISIS presence and attributing social problems to the Prime Minister.
@ArleneFaulconerJ
Mar 4, 2025
Yet still dictator Justin Castro thinks banning most guns is the answer to solving gun crimes in Canada. We have a revolving door justice system. Canada is home, but it has gone to shit compared …
Yet still dictator Justin Castro thinks banning most guns is the answer to solving gun crimes in Canada. We have a revolving door justice system. Canada is home, but it has gone to shit compared to what it was like when I was young.
Criticizes gun policy and justice system while reflecting on personal experience of Canada's decline, blending policy analysis with lived perspective.
@SpookyLurker
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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Discourse Quality (Perspective API)