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
Trudeau has been so much better when he resigned and had nothing to lose. Just raw honesty
Trudeau has been so much better when he resigned and had nothing to lose. Just raw honesty
Critiques Trudeau's political behavior and suggests his recent honesty represents a change in approach.
Policy Critique
0.75
@connorgalloway7160
Mar 4, 2025
Fake actor prime minister manipulating the masses ??? Actions matter Mr drama teacher
Fake actor prime minister manipulating the masses ??? Actions matter Mr drama teacher
Dismisses the PM's credibility and criticizes his leadership style, framing him as inauthentic and ineffective.
@EQuestion-eq2ji
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 doesnt want war but trump he wants war.
Trudeau doesnt want war but trump he wants war.
Contrasts Trudeau's peaceful approach with Trump's aggressive stance, implicitly criticizing Trump's war-oriented policy.
Policy Critique
0.75
@frany5813
Mar 4, 2025
We name a competent anti drug tzar, they issue a pardon to the biggest drug dealer in humanity.
We name a competent anti drug tzar, they issue a pardon to the biggest drug dealer in humanity.
Comment criticizes government policy inconsistency (appointing anti-drug official while pardoning drug dealer), with an implicit factual claim about the pardon.
@jj2-0-6
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
Sounds good. But the guy still sucks.
Sounds good. But the guy still sucks.
Brief negative assessment of a political figure's performance, though vague in specifics.
Policy Critique
0.75
@travisalder9360
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
Slashed isn't the word I would use
Slashed isn't the word I would use
Disputes the characterization of policy changes ('slashed') as inaccurate framing of government action.
Policy Critique
0.75
SamanthaEdwards-v2z
Jan 3, 2026
Justin Trudeau has been forced to step down! \nCanada charges 25% tariff for all US goods exported into Canada! You notice how the ex Prime Minister doesn’t mention that this is a reciprocal tariff Canada …
Justin Trudeau has been forced to step down! \nCanada charges 25% tariff for all US goods exported into Canada! You notice how the ex Prime Minister doesn’t mention that this is a reciprocal tariff Canada charges us 25% for anything in the US export to them and some farm items they refuse to allow in their country! With that said! Justin Trudeau is a huge hypocrite, Tyrant, Dictator!
Criticizes Trudeau and tariff policy while making unverified claims about reciprocal tariffs and selective reporting.
@Jeffrey91423
Mar 4, 2025
Why does Trudeau need to bullshit Trump by saying that he is a smart guy. He should speak the truth and call him an a- hole
Why does Trudeau need to bullshit Trump by saying that he is a smart guy. He should speak the truth and call him an a- hole
Criticizes Trudeau's diplomatic approach as dishonest, with identity framing about Canadian leadership.
@jackhurst4518
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
Trudeau would never say that directly to trump get real its all a show. Have fun asking for wars and backstabbing your only allies Canada
Trudeau would never say that directly to trump get real its all a show. Have fun asking for wars and backstabbing your only allies Canada
Critiques Trudeau's authenticity while making unsubstantiated claims about diplomatic performance and ally relationships.
@Nauticaa-h3u
Mar 4, 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 what happens when you voted for a Toddler
This is what happens when you voted for a Toddler
Criticizes Trump's leadership competence using dismissive humor, attributing current situation to poor governance.
@zona7a2
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
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)