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
Great speech, but until it hurts them, they don’t believe. ?
Great speech, but until it hurts them, they don’t believe. ?
Critiques government inaction on immigration policy, suggesting consequences are needed to drive change.
@sylviaespeckerman8348
Mar 4, 2025
Canada treated them truckers like dirt!
Canada treated them truckers like dirt!
Criticizes Canadian government's treatment of truckers, referencing a specific policy controversy.
Policy Critique
0.75
@MrImog65
Mar 4, 2025
immigration is not the problem The people who doesnt support canadian values, civic sense, mindest.
immigration is not the problem The people who doesnt support canadian values, civic sense, mindest.
Critique of immigration policy framed around values alignment rather than immigration itself, with implicit us-vs-them framing.
mybestcollection9127
Jan 25, 2026
, carney will just renew all of them
, carney will just renew all of them
Skeptical comment about government policy implementation, suggesting the minister will simply renew problematic cases rather than address them.
Policy Critique
0.75
BasicAlkaline23
Jan 20, 2026
summary 2026 new law - more tax
summary 2026 new law - more tax
Vague claim about 2026 law increasing taxes, likely misinformed speculation about policy consequences.
nitouryuus
Jan 20, 2026
We be aight remember when we suffer Canadian will starve for sure this fool is disgustingly stupid and dumb he is talking about dictatorship he forgot what he did few years back to the agricultural …
We be aight remember when we suffer Canadian will starve for sure this fool is disgustingly stupid and dumb he is talking about dictatorship he forgot what he did few years back to the agricultural sector for protesting/going on strike he been the almighty Canadian aka the big honcho he decides to punished everyone frozen ? all their assets including bank accounts not counting he took Canadian second amendment ?
Rambling critique of Trudeau's past policies (agricultural sector, asset freezing, gun control) presented as evidence of authoritarianism, mixing verifiable policies with inflammatory language.
@torobololo
Mar 4, 2025
And to Justin Trudeau, speak to your own people. Maybe you need to hear what they feel. Trump is far more popular in America than you are in Canada.
And to Justin Trudeau, speak to your own people. Maybe you need to hear what they feel. Trump is far more popular in America than you are in Canada.
Criticizes Trudeau's leadership and responsiveness to citizens while comparing his popularity unfavorably to Trump's.
@TimOlaughlin
Mar 4, 2025
Why can’t we have a good leader like him???
Why can’t we have a good leader like him???
Expresses dissatisfaction with current leadership quality, implicitly critiquing government performance while asserting preference for alternative leaders.
@seancasey-p1f
Mar 4, 2025
Imagine talking tough and then bowing down to him every time
Imagine talking tough and then bowing down to him every time
Criticism of perceived inconsistency in leadership behavior, suggesting tough talk followed by capitulation.
Policy Critique
0.75
@shaundippel7360
Mar 4, 2025
Trudeau's desperation and fanaticism are unmatched, he is sacrificing the economy and the Canadian people for his ineptitude and fanaticism, the tariffs are a consequence of his total negligence in allowing laboratories and trafficking of …
Trudeau's desperation and fanaticism are unmatched, he is sacrificing the economy and the Canadian people for his ineptitude and fanaticism, the tariffs are a consequence of his total negligence in allowing laboratories and trafficking of Fentanyl in Canada, in addition to his fanatical support for the corrupt puppet of Biden and the globalist left Zelensky. Simply his fanaticism and ignorance lead him to claim an economic war with America, he forgets that the poorest state in the USA has a per capita income higher than the richest state in Canada! Its economy depends on America for more than 287 billion annually! This political arrogance is only the confirmation of his lack of leadership and is dealing a fatal blow to the Canadian economy.
Criticizes Canadian leadership and policy decisions while making unverified claims about fentanyl trafficking and economic comparisons.
@irvingherrera4599
Mar 4, 2025
Trudeau is a lying murderous dictator! Take one to know one
Trudeau is a lying murderous dictator! Take one to know one
Strong criticism of Trudeau using inflammatory language, framing him as dishonest and dangerous rather than engaging specific policies.
@bnaccas76
Mar 4, 2025
And the people wanted to oust this great Canadian “leader” pay up.
And the people wanted to oust this great Canadian “leader” pay up.
Criticizes the Canadian leader's performance and implies public dissatisfaction, with sarcastic framing ('great Canadian leader') suggesting policy disagreement.
@jerrysmission
Mar 4, 2025
Trudeau is an example of someone who is willing to say the truth about this U.S. renegade executive office passing policies that hurt both Canadian and U.S. economy. \n Republicans who are spineless are not …
Trudeau is an example of someone who is willing to say the truth about this U.S. renegade executive office passing policies that hurt both Canadian and U.S. economy. \n Republicans who are spineless are not willing to do this. Thank you, Trudeau
Praises Trudeau for criticizing US policies while condemning Republicans, framing this as truth-telling about economic harm to both nations.
@lindaduncan4668
Mar 4, 2025
First of all, Justin Trudeau is the biggest liar there was and is.\n\nIf you don’t like the way, America is doing go to China asshole. Have China come in and tell you how to wipe …
First of all, Justin Trudeau is the biggest liar there was and is.\n\nIf you don’t like the way, America is doing go to China asshole. Have China come in and tell you how to wipe your asses.\n\nAll the America is asking you to do is close up the borderand stop the fentanyl from coming over the border? I guess that it’s just too damn much to ask huh? You must be making some damn good money on the fentanyl.
Criticizes government policy on border control and drug trafficking while making unsubstantiated accusations of corruption.
@jimmylehew4074
Mar 4, 2025
MEGA VOTERS AND THE JUDICIAL SYSTEM MADE IT POSSIBLE FOR TRUMP RE-ELECTED. A CONVICTED FELON IS RUINING THE USA DUE TO HIS LIES. MAYBE JOE AND KAMALA SAID I TOLD YOU SO.???
MEGA VOTERS AND THE JUDICIAL SYSTEM MADE IT POSSIBLE FOR TRUMP RE-ELECTED. A CONVICTED FELON IS RUINING THE USA DUE TO HIS LIES. MAYBE JOE AND KAMALA SAID I TOLD YOU SO.???
Criticizes Trump's election and governance, expressing concern about his impact on the U.S. system.
@jamesmiller8758
Mar 4, 2025
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k …
In the US in 2025, ICE has deported half a million who are not in the US legally, and an estimated additional 1.5 million have self-deported, in some cases with government financial incentives. So 50k deportations might represent a comparably active effort for Canada, and 18k might be creditable for a Liberal government. But the effort sounds rather bureaucratic, and focused only on rejected refugee applications. I would want to know how many of these "deportations" are entirely on paper -- "your application has been rejected, please let yourself out at your earliest convenience." They spent roughly $5k per deportee, and that would cover air fare if the deportations were done privately, but adjudication costs money, and governments find many ways to make everything much more expensive. Also, if refugee claims can be judged false or inadequate, where are the efforts to determine whether "students" are really students?
By the same token, the world is a dangerous place. I figure all those living in any of the many violent inner-city neighborhoods in the US have reason to fear for their lives. Similar facts are true of many millions around the world, and most of them would be rejected by Canadian immigration because they'd be safe if they simply moved to places they can't afford.
Compares Canadian deportation efforts to US efforts while critiquing the effectiveness and transparency of Canadian policy implementation.
AlfredKriman
Dec 30, 2025
Trudeau screwed Canadians & they couldn’t wait to get him out of office!! \nCanada is broke and can’t afford 25% tariffs. All Canada has to do is open business in USA!\nMade in the USA ?? …
Trudeau screwed Canadians & they couldn’t wait to get him out of office!! \nCanada is broke and can’t afford 25% tariffs. All Canada has to do is open business in USA!\nMade in the USA ?? \nCanada gave 20billion to Ukraine vs USA giving over 150 billion plus militaryequipment equipment. Ukraine realizes Trump was right, The WAR needs to end. ????????????
Criticizes Trudeau's economic management and tariff impacts while comparing Canada's Ukraine aid unfavorably to the USA's contribution.
@sunsmile57
Mar 4, 2025
reciprocal tariffs aren't a trade war DIPSHIT
reciprocal tariffs aren't a trade war DIPSHIT
Disputes the characterization of tariff policy as trade war, offering alternative policy interpretation with strong language.
Policy Critique
0.75
@Pucketts-metal-works
Mar 4, 2025
This is comedy coming from Canada dictator. Worst PM ever for Canada!
This is comedy coming from Canada dictator. Worst PM ever for Canada!
Commenter criticizes Canadian leadership using sarcasm ('comedy from Canada dictator') and harsh judgment.
@nathans820
Mar 4, 2025
This may save Trudeau political image
This may save Trudeau political image
Suggests the video or Trudeau's actions may be politically motivated to improve his public image.
Policy Critique
0.75
@ethankang9040
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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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
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1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
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1,480
Tyler Oliveira
820
RocaNews
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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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