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
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
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
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
I hope that the Americans understand what they are doing.
I hope that the Americans understand what they are doing.
Expresses concern about the consequences of American actions, appealing to understanding and responsibility.
Moral Argument
0.65
@stephanlaplante8687
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
Trump is an idiot.
Trump is an idiot.
The commenter makes a negative character judgment about a political figure, which is a moral/ethical assessment rather than policy critique.
Moral Argument
0.65
@bleachersking
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
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
Rump lies always
Rump lies always
Brief accusation of dishonesty ('lies always') appeals to truthfulness as a moral principle, though minimal elaboration.
Moral Argument
0.65
@Sunshine22896
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
Now Canada is healing.
Now Canada is healing.
Suggests Canada is improving through restrictive immigration, implying moral/ethical judgment about national wellbeing.
Moral Argument
0.65
MrRahul6464
Oct 5, 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
Because, that he is deserved to call him like that!!Period!!
Because, that he is deserved to call him like that!!Period!!
Commenter makes a moral judgment that someone deserves criticism, though context is unclear.
Moral Argument
0.65
@mariakenny793
Mar 4, 2025
Maximilian law fit factless criminal cry baby man clown trump like a glove. Voodoo poodo maga right wing exteme terrorism group now.
Maximilian law fit factless criminal cry baby man clown trump like a glove. Voodoo poodo maga right wing exteme terrorism group now.
Attacks Trump's character using moral language ('criminal,' 'terrorism') though the comment is largely incoherent.
@guppygrease9767
Mar 4, 2025
You can apologize for the damage you did
You can apologize for the damage you did
Brief appeal for accountability and apology for past damage, invoking moral responsibility.
Moral Argument
0.65
@JefferyCraush
Mar 4, 2025
Absolutely disgusting
Absolutely disgusting
Expresses strong disapproval without elaboration, likely moral condemnation but could also signal fear/threat sentiment.
whiskeytango9364
Jan 29, 2026
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
Well said ??all the gold digger Oligarch !! Waiting to take everything they can!! Same in MEXICO o boy the star
Well said ??all the gold digger Oligarch !! Waiting to take everything they can!! Same in MEXICO o boy the star
Makes a moral judgment about oligarchs and corruption while making unsubstantiated claims about their intentions.
@cristobalbello714
Mar 4, 2025
Trust maybe if they get rid of my demons At the white house I might could see??
Trust maybe if they get rid of my demons At the white house I might could see??
Vaguely appeals to removing harmful influences from government, though the comment is cryptic and difficult to interpret with certainty.
Moral Argument
0.65
@catherineDaniels-l1g
Mar 4, 2025
Trump the communist needs to be ruthlessly condemned in Martizl Court! Long live the falange!
Trump the communist needs to be ruthlessly condemned in Martizl Court! Long live the falange!
Calls for moral condemnation of Trump using strong language, with ideological framing.
@antonkardan742
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)