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
Trudeau gave the hint as to why this is happening: outside forces buying up collapsing businesses. Trump and his oligarchs want to consolidate power. They want to control everything. This is class warfare. Everything Trump …
Trudeau gave the hint as to why this is happening: outside forces buying up collapsing businesses. Trump and his oligarchs want to consolidate power. They want to control everything. This is class warfare. Everything Trump and the GOP have done is in favor of the ultra wealthy against the 99%.
Frames Trump's actions as class warfare and moral injustice against the 99%, with underlying fear about consolidation of power by oligarchs.
@kelly-bo-belly
Mar 4, 2025
You go boy!!!! Trump is a piece of shit and ao is everyone who voted for him. Regardless of your ethnicity.
You go boy!!!! Trump is a piece of shit and ao is everyone who voted for him. Regardless of your ethnicity.
Makes a moral judgment condemning Trump and his supporters while asserting that ethnicity is irrelevant to this moral stance.
@TechieXP
Mar 4, 2025
Dumb ass should know what the definition of dictator means...?
Dumb ass should know what the definition of dictator means...?
Criticizes someone for misunderstanding or misusing the term 'dictator,' appealing to definitional accuracy and moral clarity.
@kenwchen3477
Mar 4, 2025
? unfortunately in Trump's world it makes sense ??? I hope we can soon wake up from this nightmare and we can get rid of this fascist criminal soon. ?
? unfortunately in Trump's world it makes sense ??? I hope we can soon wake up from this nightmare and we can get rid of this fascist criminal soon. ?
Comment characterizes Trump as a 'fascist criminal' and expresses hope for removal, grounded in ethical/moral condemnation rather than specific policy critique.
@lizevans5559
Mar 4, 2025
trudeau stop lying and sugarcoat it he is not smart he is as dum as a human can be but his water are even dummer
trudeau stop lying and sugarcoat it he is not smart he is as dum as a human can be but his water are even dummer
Makes character judgments about intelligence and competence without specific policy critique or evidence.
Moral Argument
0.75
@000louisa1
Mar 4, 2025
Trump doesn't know what he's doing...he goes off on his emotions. He likes to act tough knowing full well that he's not. He's Putin's puppet...he worships Putin and Putin is just laughing at him.
Trump doesn't know what he's doing...he goes off on his emotions. He likes to act tough knowing full well that he's not. He's Putin's puppet...he worships Putin and Putin is just laughing at him.
Criticizes Trump's character and judgment while making claims about his relationship with Putin, framed as ethical critique.
@Chaparaps
Mar 4, 2025
Just keep in the back of your mind, unless you are Native American, you are an illegal. Yes white people, that includes you. You came from England.
Just keep in the back of your mind, unless you are Native American, you are an illegal. Yes white people, that includes you. You came from England.
Appeals to historical justice and Native American rights to argue against immigration restrictions based on ancestry.
AdamnW
Jan 27, 2026
This is what Putin always wanted, some dumbass president he could control—dumb Donald is a prayer answered.
This is what Putin always wanted, some dumbass president he could control—dumb Donald is a prayer answered.
Expresses moral disapproval of Trump as controllable and unfit, framing him as a threat to democratic values.
@DAVIDCWILDER
Mar 4, 2025
Another Western hypocrite who orchestrated the war together with NATO against Russia but won't criticise Israel
Another Western hypocrite who orchestrated the war together with NATO against Russia but won't criticise Israel
Accuses the person of hypocrisy for criticizing some conflicts while not others, appealing to consistency and fairness.
@DaveNeve
Mar 4, 2025
THAT GOVERNMENT IS 1 PERSON CALLED TRUMP ?? AND COURTS THAT ALLOW HIM TO RUIN THE U.S ECONOMIC WHILE HE POISONS THEM TO HATE THE BROWN SKIN FOLKS
THAT GOVERNMENT IS 1 PERSON CALLED TRUMP ?? AND COURTS THAT ALLOW HIM TO RUIN THE U.S ECONOMIC WHILE HE POISONS THEM TO HATE THE BROWN SKIN FOLKS
Criticizes Trump and courts for enabling harm to minorities, framing it as a moral/ethical failure with elements of threat perception.
@MaGo-r7x
Mar 4, 2025
Put a criminal into position of president what did you think would happen.
Put a criminal into position of president what did you think would happen.
Makes an ethical judgment about criminal conduct in political office, appealing to standards of integrity and fitness for leadership.
Moral Argument
0.75
@mlee6136
Mar 4, 2025
If Putin is a murderous dictator (which is correct), what would the other Trump's buddy... the despicable sub-human Netanyahu be called!
If Putin is a murderous dictator (which is correct), what would the other Trump's buddy... the despicable sub-human Netanyahu be called!
Compares moral character of political figures using ethical language ('murderous dictator', 'despicable sub-human'), framing a judgment about leadership conduct.
@mohamedismail2485
Mar 4, 2025
Very clear though out speech. I'm ashamed of what the U.S. is doing right now. We need to pray for all our countries right now.
Very clear though out speech. I'm ashamed of what the U.S. is doing right now. We need to pray for all our countries right now.
Appeals to ethical concern and prayer for nations, expressing moral disapproval of U.S. actions and solidarity with affected peoples.
@mercedesruiz3182
Mar 4, 2025
Very articulate and intelligent, but still supporting the Zionist. That’s makes him a hypocrite liar full of shiat.
Very articulate and intelligent, but still supporting the Zionist. That’s makes him a hypocrite liar full of shiat.
Accuses the speaker of hypocrisy on moral/ethical grounds regarding Zionism, framed as a values-based critique.
@franks.7271
Mar 4, 2025
I apologize for what's happening, I didn't vote for the current government.
I apologize for what's happening, I didn't vote for the current government.
Offers a personal apology for government actions, appealing to fairness and moral responsibility while distancing themselves from the current administration.
@Virginia_Gonzalez
Mar 4, 2025
Americans should be ASHAMED!!!
Americans should be ASHAMED!!!
Appeals to shame and moral responsibility for Trump's actions and their consequences.
Moral Argument
0.75
@HeavenlyIntervention
Mar 4, 2025
Wow, is this a speech or what, calm, sophisticated, too the point, makes donald look like a dum as moron......
Wow, is this a speech or what, calm, sophisticated, too the point, makes donald look like a dum as moron......
Praises the speaker's eloquence and sophistication as moral/character virtues while implicitly comparing to another political figure.
@willmacleod1742
Mar 4, 2025
I feel sick, disappointed and disgusted. Shame America. Nothing but lies
I feel sick, disappointed and disgusted. Shame America. Nothing but lies
Emotional expression of shame and moral condemnation toward America, framed as dishonest.
@joycewhitney3852
Mar 4, 2025
Trump is a bully
Trump is a bully
Characterizes Trump negatively using a moral descriptor ('bully'), making an ethical judgment about his behavior.
Moral Argument
0.75
@syedmammar1
Mar 4, 2025
This is what an adult sounds and leads like.
This is what an adult sounds and leads like.
Praises leadership qualities (maturity, responsibility) as moral/ethical standards, likely comparing to another leader.
Moral Argument
0.75
@iamdeborahltillman
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)