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
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 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
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
Trump is puting canada a knife in the back
Trump is puting canada a knife in the back
Characterizes Trump's trade actions as betrayal (moral violation) with metaphorical language suggesting threat.
@marten3051
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
I am sure the bike guy considers himself a Christian too, religion of love, humanity and peace so they say 😂😂his heart is full of hate why don't he goes buy a 🔫 and get …
I am sure the bike guy considers himself a Christian too, religion of love, humanity and peace so they say 😂😂his heart is full of hate why don't he goes buy a 🔫 and get rid of everyone he batws to cleanse his heart and satisfy it to its fullest, I am sure he will sleep better. His ready to leave this earth cuz it's almost time for him with hatred in his heart. No wonder be didn't amount to anything in life with his high IQ &, intelligence. He could have been a millionaire or president of Canada or something but his just a bike guy. He must do something about we are ready for him.
Comment critiques the moral hypocrisy of someone claiming religious values while expressing hatred, though it devolves into personal attacks and unclear messaging.
Easybakeutopia
Jan 27, 2026
good speech - Pray the drug flow ends soon and the tariffs
good speech - Pray the drug flow ends soon and the tariffs
Approves of speech and appeals to moral/religious values (prayer) regarding drug and trade issues.
@edatao2
Mar 4, 2025
He is completely crazy ?
He is completely crazy ?
Brief dismissive statement questioning Trump's sanity, framed as a moral/character judgment.
Moral Argument
0.65
@SochilenLinny-d4z
Mar 4, 2025
Americans, none of these is making sense to benefit you. what have you done to yourselves..
Americans, none of these is making sense to benefit you. what have you done to yourselves..
Questions the wisdom and self-harm of American policy choices, implying ethical concerns about national decision-making.
@GamesMaester
Mar 4, 2025
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
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
They were alive during colonialism. You all killed the physical body, but their souls live forever and reincarnate and remember you, who also were there at the same time and died. This is what you …
They were alive during colonialism. You all killed the physical body, but their souls live forever and reincarnate and remember you, who also were there at the same time and died. This is what you all call in the spiritual world, Christian world calls it spiritual warfare, fighting demons and devils. Smh! Crazy work.
Invokes spiritual and moral frameworks regarding historical colonialism and justice, though expressed in esoteric spiritual language.
Moral Argument
0.65
Option1666
Aug 30, 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
I believe the hand of the Lord is now moving against every nations, organization and individuals who stood against Israel.
I believe the hand of the Lord is now moving against every nations, organization and individuals who stood against Israel.
Religious moral framing invoking divine judgment against those who opposed Israel, appealing to religious ethics and justice.
Moral Argument
0.65
@gadamawa1006
Mar 5, 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
This makes me extremely sad!
This makes me extremely sad!
Expresses emotional distress about a situation, implying moral disapproval without specifying the target.
Moral Argument
0.65
@windeaglemartin1800
Mar 4, 2025
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
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 so stupid...
Trump is so stupid...
Brief personal judgment of Trump's intelligence, functioning as a value statement rather than substantive policy critique.
Moral Argument
0.65
@GamingMusicTechAndLife
Mar 4, 2025
Entitlement
Entitlement
Single-word moral judgment suggesting immigrants are acting with unwarranted entitlement.
Moral Argument
0.65
ELIAS-v3y
Aug 25, 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)