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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Moral Argument
2,863 comments
This is a attack on American people not just them sad
This is a attack on American people not just them sad
Frames tariffs as an attack on ordinary Americans rather than just government, appealing to fairness and harm to civilians.
Moral Argument
0.65
@AtmosphericaBlessing
Mar 4, 2025
Don't mske a single.person,even though he is the US president who just cheated the votes make canadians and americans suffer bec.of his stupidity.and arrogance.
Don't mske a single.person,even though he is the US president who just cheated the votes make canadians and americans suffer bec.of his stupidity.and arrogance.
Appeals to fairness and warns against allowing a leader to cause suffering to citizens due to perceived dishonesty.
@AmyRamirez-q1j
Mar 4, 2025
this is horrible
this is horrible
Brief moral condemnation without elaboration, expressing disapproval on ethical grounds.
Moral Argument
0.65
josephchoi417
Feb 7, 2026
I hope that ? donald will really realizes how small and dumb this is!!!!!!
I hope that ? donald will really realizes how small and dumb this is!!!!!!
Appeals to Trump's judgment to recognize the wrongness or foolishness of the situation, framed as a moral/rational appeal.
Moral Argument
0.65
@robertkoziel9043
Mar 4, 2025
4 years, ? sorry Canadians ?.
4 years, ? sorry Canadians ?.
Expresses sympathy/apology to Canadians, suggesting moral concern about a situation, though the comment is vague about what specifically is being criticized.
Moral Argument
0.65
@Seaside_Gal
Mar 4, 2025
God going to be with Canada
God going to be with Canada
Brief invocation of religious/spiritual support framed as moral encouragement for Canada.
Moral Argument
0.65
@germaniapena5774
Mar 4, 2025
Stop calling this man president. He is the DEVIL ?
Stop calling this man president. He is the DEVIL ?
Uses strong moral/demonizing language to characterize a political figure as evil, expressing moral condemnation.
@violaclarke8082
Mar 4, 2025
Trump is Dumb
Trump is Dumb
Brief value judgment characterizing Trump as unintelligent, a moral/personal assessment.
Moral Argument
0.65
@Mr-1989-v7b
Mar 4, 2025
Well said to a Bully PM?
Well said to a Bully PM?
Brief moral judgment about a political leader's behavior, though context is unclear.
Moral Argument
0.65
@ShiranPerera-r1u
Mar 4, 2025
Canada and the American People don't deserve this...
Canada and the American People don't deserve this...
Expresses disapproval and suggests injustice toward Canada and Americans, though vague in specifics; combines moral concern with implied threat.
@CeliniaGava
Mar 4, 2025
Trudeau is very right, it's the reality of the facts is that self.
Trudeau is very right, it's the reality of the facts is that self.
Affirms Trudeau's position as 'very right' and grounded in 'reality of facts,' suggesting an appeal to truth and correctness as moral principles.
Moral Argument
0.65
@GreptonLawrence
Mar 4, 2025
“Let’s be clear Frenchman………\nPeople who actually serve my country are now being fired at alarming rates by rising oligarchs, and world traitors of international world trade….Those who will never set fire to the original constitution …
“Let’s be clear Frenchman………\nPeople who actually serve my country are now being fired at alarming rates by rising oligarchs, and world traitors of international world trade….Those who will never set fire to the original constitution of the United States Of America nor will they break the humane will of the American people…”\n\nAs you were\n?????????⬛????➡️?
Appeals to principles of constitutional integrity and protection of citizens, framed as a moral defense against betrayal.
@IanBarker-r3m
Mar 4, 2025
I’m sorry Canada
I’m sorry Canada
Expresses regret or apology on behalf of Canada, suggesting moral concern about national conduct.
Moral Argument
0.65
@dawndwyer8716
Mar 4, 2025
To all AMERICANS, ‘you REAP what YOU SOW’
To all AMERICANS, ‘you REAP what YOU SOW’
Moral judgment suggesting Americans are experiencing consequences of their own choices, using a proverb-like statement.
Moral Argument
0.65
@charanjitsidhu4733
Mar 4, 2025
Trump is a deranged moster
Trump is a deranged moster
Expresses a negative moral judgment about Trump's mental state and character without substantive policy critique.
Moral Argument
0.65
@denisevermeulen4984
Mar 4, 2025
Elon Trump are stinking like put in
Elon Trump are stinking like put in
Expresses disapproval of Elon and Trump through comparison to Putin, implying moral corruption.
Moral Argument
0.65
@ratas-p7e
Mar 4, 2025
Most in the US just ‘victims’ under the rule of a mentally ill man. Personally I am for God’s rule, very soon now!
Most in the US just ‘victims’ under the rule of a mentally ill man. Personally I am for God’s rule, very soon now!
Frames US citizens as victims under Trump's rule and appeals to religious/moral authority ('God's rule'), mixing political critique with spiritual conviction.
@dianecrofoot7955
Mar 4, 2025
As long as others were affected half of this country was fine. But, when you lost your jobs, now you want to protest. Z don't trust them or bend yourself. You are in the right. …
As long as others were affected half of this country was fine. But, when you lost your jobs, now you want to protest. Z don't trust them or bend yourself. You are in the right. Canada we are on a commercial break.
Appeals to fairness and consistency in treatment, criticizing selective outrage while asserting solidarity with those affected.
@theramden6025
Mar 4, 2025
STOP LIVING IN OPPRESSION AND SLAVERY DEPENDENCY WITH TRADE. SELF RELIANCE AND INDEPENDENCE IS WHAT PEOPLE SHOULD BE DOING. SHUT DOWN TH TRADE AND END OPPRESSION WITH COST AND VALUE. THAT IS THE RESPONSE OTHER …
STOP LIVING IN OPPRESSION AND SLAVERY DEPENDENCY WITH TRADE. SELF RELIANCE AND INDEPENDENCE IS WHAT PEOPLE SHOULD BE DOING. SHUT DOWN TH TRADE AND END OPPRESSION WITH COST AND VALUE. THAT IS THE RESPONSE OTHER COUNTRIES SHOULD BE MAKING. THE US GOVERNMENT FORCES ANNUAL INFLATION TO OPPRESS THE PEOPLE WITH SLAVERY, COST, TAXES AND DEPENDENCY FOR ALL THEIR NEEDS. ITS SUBLIMINAL MIND CONTROL. WISDOM COMMENT #3 IF YOU HAVE A BUSINESS, INVEST IN MARKETS AND LIVE IN DEPENDENCY FOR ALL YOUR NEEDS FROM GLOBAL TRADE, SUPPLY CHAINS, ENERGY GRIDS OR JUST THE BASIC FOOD SUPPLIES YOU ARE OPPRESSING OTHERS WITH COST AND VALUE THAT DOESN'T EXIST. YOU ALL ARE REGULATED AND SUBLIMINALLY CONTROLLED SLAVES IN OPPRESSION UNTIL YOU REALIZE THIS. YOUR NOT HELPING PEOPLE BY CREATING COST ON OTHERS AND INFLATING COST TO MANAGE YOUR OPPRESSION WITH LIFE. HUMANITY NEEDS TO STOP BEING SELFISH AND USE COMMON SENSE. ADDICTION IS EVERYTHING YOU DO EVERYDAY. HUMANITY BREAKS UNDER PRESSURE FROM LIFE AND SOCIAL LIVING WITH OTHERS. WHY ARE YOU ALL TRYING SO HARD WHEN ITS SO EASY TO LIVE. WHEN YOU UNDERSTAND THE FALSE REALITY YOU LIVE IN AND YOUR PERCEPTION FINALLY SNAPS YOU OUT OF THE OPPRESSED SUBLIMINAL PROGRAMMING YOUR MIND WILL BE FREE AND YOU WILL FINALLY AWAKEN TO REALITY. FOCUS AND SEE THE TRUTH.
Presents an ideological critique of global trade and economic systems as forms of oppression, mixing economic and ethical arguments in conspiratorial framing.
@IrvingFisherScam
Mar 4, 2025
Gotta go through hell before you get to heaven. ?? ?? ??
Gotta go through hell before you get to heaven. ?? ?? ??
Uses metaphorical language suggesting hardship is necessary for positive outcomes, appealing to perseverance and moral resilience.
Moral Argument
0.65
@thatsweetmetaldude
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)