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
you know its bad when trudeau has to call someone out for being an idiot
you know its bad when trudeau has to call someone out for being an idiot
Commenter criticizes Trudeau's actions/statements as a response to perceived poor policy or behavior.
Policy Critique
0.85
@elliottsmith5506
Mar 4, 2025
Trudeau grandstanding that the Canadian people will stand together. Rewind a few short years was he not the guy who’s Covid restrictions had truckers out on masse. He’s wrong if he thinks he will win …
Trudeau grandstanding that the Canadian people will stand together. Rewind a few short years was he not the guy who’s Covid restrictions had truckers out on masse. He’s wrong if he thinks he will win a trade war with trump
Criticizes Trudeau's policy decisions (COVID restrictions, trade war handling) while invoking national identity through 'Canadian people' framing.
@iainclarke6551
Mar 4, 2025
Trudeau is an idiot and has destroyed our country. He's no longer Prime Minister. He resigned finally. He knows he's not wanted in this country. He refuses to leave office. Anything he says now is …
Trudeau is an idiot and has destroyed our country. He's no longer Prime Minister. He resigned finally. He knows he's not wanted in this country. He refuses to leave office. Anything he says now is worthless. Anything he's ever said has only done damage to Canada.
Harsh criticism of Trudeau's leadership and policies, framed as destructive to the country, with some identity-based framing about national belonging.
@EriannaF
Mar 4, 2025
3:10 this part I 100% disagree with. They didn't sabotage their agenda at all. Their agenda was always to screw over the working and middle class, and give everything to the rich. That's been the …
3:10 this part I 100% disagree with. They didn't sabotage their agenda at all. Their agenda was always to screw over the working and middle class, and give everything to the rich. That's been the Republican agenda for as long as I've been alive (25 years), and it's not changing anytime soon.
Critiques Republican economic policy as favoring the wealthy over working/middle classes, with reference to a specific video timestamp.
@JosepiThe13th
Mar 4, 2025
So he could have cleaned up the border for the last four years under Biden but now thus the big boss is back he wants to cry.
So he could have cleaned up the border for the last four years under Biden but now thus the big boss is back he wants to cry.
Critiques Biden's border management record and questions the sincerity of Trump's current border rhetoric.
Policy Critique
0.85
@gamejamreject
Mar 4, 2025
I can understand. Whoever signed the latest US / Mexico / Canada agreement is a real idiot! What North America needs is some kind of free trade agreement!
I can understand. Whoever signed the latest US / Mexico / Canada agreement is a real idiot! What North America needs is some kind of free trade agreement!
Criticizes the US/Mexico/Canada trade agreement while comparing to an alternative free trade model.
@ScottMacri-bw3fg
Mar 4, 2025
Gen. Wesley Clark is somebody that, i have respected for over thirty years. Even Gen. Clark has expressed his displeasure over the way the Trump administration has threatened Canada with unfair tarrif's, on US'S closest …
Gen. Wesley Clark is somebody that, i have respected for over thirty years. Even Gen. Clark has expressed his displeasure over the way the Trump administration has threatened Canada with unfair tarrif's, on US'S closest ally and neighbour. It is obvious that Putin is manipulating Trump so as to isolate the US from its traditional friends and alies, as US credibility will decline internationally. Tarrif's will bring higher prices to American manufacturers and consumers and bring higher unemployment to Americans.
Analyzes Trump administration tariff policy as unfair and harmful, citing expert opinion and economic consequences.
@polarbear3577
Mar 4, 2025
I am so tired of this from all parties. We just have to live our life as best we can while the bureaucrats decide our future.
I am so tired of this from all parties. We just have to live our life as best we can while the bureaucrats decide our future.
Expresses frustration with government bureaucracy and policy-making across parties while framing it through personal experience of living under these decisions.
@LezleeBrunson
Mar 4, 2025
As expected, Trudeau does the dumbest thing possible.
As expected, Trudeau does the dumbest thing possible.
Direct criticism of Trudeau's decision-making and governance approach.
Policy Critique
0.85
@DanMccarroll-vd1nj
Mar 4, 2025
Trump went against the trade deal that he made with Canada and Mexico when he renegotiated the existing deal during his first term. Trump called his deal with them beautiful and perfect. Trump does not …
Trump went against the trade deal that he made with Canada and Mexico when he renegotiated the existing deal during his first term. Trump called his deal with them beautiful and perfect. Trump does not keep the deals he makes to other countries or to the Americans who voted for him. \n\nTrump's final push in his campaign was to cut costs for Americans at the checkout, chuckling at the strange sound of the word 'groceries' to him. He has never worried about or dealt with buying groceries. The moment he got back into office, he said that lower prices wasn't happening and that the American people would suffer. \n\nThen he and Republicans began cuts in jobs and government services to Americans as well as others in the world, so that no one can trust Trump --- and in the case of others in the world, it reflects so bad on the U.S. and against any trust in the U.S. anymore. No president has ever done so much damage at home and abroad so quickly. \n\nTrump is the Deceiver and the Destroyer. Trump doesn't care if his voters figure it out. They are no longer needed.
The comment provides detailed criticism of Trump's trade policies, campaign promises, and governance record, with moral condemnation of his character and impact.
@andiamador7156
Mar 4, 2025
He read the US governmènt for filth. He is so right. WTH with tariffs with Canada. It doesn't make sebse. Our government is acting arrogantly and condescendingly by continuing to call Trudeau 'governor' and refer …
He read the US governmènt for filth. He is so right. WTH with tariffs with Canada. It doesn't make sebse. Our government is acting arrogantly and condescendingly by continuing to call Trudeau 'governor' and refer to them as the 51st state.
Criticizes government policy (tariffs, diplomatic approach) while comparing Canada's treatment to the US and invoking national dignity concerns.
@deirdremyers2648
Mar 4, 2025
Trudeau and leftist policies mismanaged the country for an entire decade and State media turned the JT anger and pushed it into Trump. Canada was almost free of leftist politics
Trudeau and leftist policies mismanaged the country for an entire decade and State media turned the JT anger and pushed it into Trump. Canada was almost free of leftist politics
Criticizes Trudeau's leftist policies and media coverage while framing political opposition as ideological struggle.
@YardPrep00
Mar 4, 2025
Trump is attempting to offset his tax cuts by implementing a tax that isn't called a tax. All of the money from the tariffs goes to the government. Trump has mentioned when tariffs were common …
Trump is attempting to offset his tax cuts by implementing a tax that isn't called a tax. All of the money from the tariffs goes to the government. Trump has mentioned when tariffs were common as supporting what he is doing, but he doesn't add that at that time, there wasn't an income tax, so tariffs were how the government supported itself. Trump, knowing that tariffs are income for the government, is lying to his base so they will accept the increased prices as a necessary evil to battle the bad countries of Mexico and Canada. It will look like his tax breaks aren't hurting as much as they are and price increases will be the fault of the other countries.\n\nTrump is a conniving grifter with no knowledge of how to run a country's economy or international trade. He is gaslighting the American public to cover his own shortcomings.\n\nAlso, if fentanyl is entering the US, why is it the fault of the other countries? It is the job of the US to stop anything on its side of the border. Canada and Mexico do what they can to catch the drugs while inside their respective countries. The tons of cocaine and guns that enter Canada and Mexico from the US are caught by their border services; they don't blame the US for the products getting past their own border agents, and the US takes no responsibility for it making it across the border. Why is it other countries' fault for drugs getting past the US's border agents, but not the fault of the US that guns and drugs are going in the other direction? That is why countries work together, not fight over whose fault it is and try to punish each other.
Detailed critique of Trump's tariff and tax policies with analysis of economic deception and hypocrisy regarding border responsibility.
@lelandlewis7207
Mar 4, 2025
Trump is an absolute idiot!!
Trump is an absolute idiot!!
Direct personal criticism of Trump's competence and leadership.
Policy Critique
0.85
@SVsunnykim
Mar 4, 2025
Please leave already Trudeau we've had enough of your corruption and lies no one likes you.
Please leave already Trudeau we've had enough of your corruption and lies no one likes you.
Criticizes Trudeau's leadership and government corruption, with an implicit call for his removal.
@stevemisfit1
Mar 4, 2025
Trudeau is insufferable.
Trudeau is insufferable.
Brief negative assessment of Trudeau's character or leadership style.
Policy Critique
0.85
@Talk4UK
Mar 4, 2025
Trudeau is such an embarrassing fragile woke shellfish… please leave office.
Trudeau is such an embarrassing fragile woke shellfish… please leave office.
Criticism of the Prime Minister's character and call for resignation, framed as policy/leadership critique rather than identity attack.
Policy Critique
0.85
@el4832
Mar 4, 2025
When our president put tariff on the table and open negotiations…did you counter or did you go straight to retaliatory? \n\nBecause, it sounds like you failed to negotiate a deal. And went straight to retaliatory.
When our president put tariff on the table and open negotiations…did you counter or did you go straight to retaliatory? \n\nBecause, it sounds like you failed to negotiate a deal. And went straight to retaliatory.
Critiques the government's negotiation strategy and response to tariffs, questioning whether they failed to negotiate effectively.
Policy Critique
0.85
@OptionStrengthViewer
Mar 4, 2025
Justin, thank you. I don't want any of this either. The regime in power thinks it's cute to gamble with our lives. Keep speaking sense in a language they understand.
Justin, thank you. I don't want any of this either. The regime in power thinks it's cute to gamble with our lives. Keep speaking sense in a language they understand.
Criticizes government policy decisions as reckless ('gamble with our lives') and calls for continued advocacy ('keep speaking sense').
@maryeckel9682
Mar 4, 2025
That Clown Trump is doing nothing for American people. Solely for himself and his filthy cronies.
That Clown Trump is doing nothing for American people. Solely for himself and his filthy cronies.
Criticizes Trump's political decisions and governance, focusing on policy outcomes rather than Canadian immigration.
Policy Critique
0.85
@bensmith1629
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
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2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
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4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
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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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