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
Search & Filter
Moral Argument
2,863 comments
Such a pathetic guy
Such a pathetic guy
Makes a moral judgment about character ('pathetic') without substantive policy or factual claims.
Moral Argument
0.70
@watching7384
Mar 4, 2025
Watch your words hes avoiding a war
Watch your words hes avoiding a war
Appeals to restraint and peace-keeping as a moral principle, suggesting caution in language to avoid conflict.
Moral Argument
0.70
@stephenmosher7242
Mar 4, 2025
USSR = US Side (with) Russia ???. \n\nI thought americans dare to opposing tyrants.. but you all just NATO (No Action Talk Only). Just go disband as a country. ?
USSR = US Side (with) Russia ???. \n\nI thought americans dare to opposing tyrants.. but you all just NATO (No Action Talk Only). Just go disband as a country. ?
Makes ethical argument about opposing tyranny while criticizing U.S./NATO inaction, with implicit call to disband.
@andrytjandra2369
Mar 4, 2025
Irrational minds often act on emotion rather than logic, dismissing evidence that contradicts their beliefs. They react impulsively, refusing to engage in critical thinking or consider alternative perspectives. Instead of seeking truth, they cling to …
Irrational minds often act on emotion rather than logic, dismissing evidence that contradicts their beliefs. They react impulsively, refusing to engage in critical thinking or consider alternative perspectives. Instead of seeking truth, they cling to misinformation, driven by fear, bias, or ego. Their actions are unpredictable, fueled by confirmation bias and a resistance to reason. This is how irrational minds act.
Makes a philosophical argument about rationality and ethical reasoning, critiquing irrational decision-making as a moral failing.
Moral Argument
0.70
@freddyjimenez909
Mar 4, 2025
If you weren't such a douchebag, he wouldn't be doing it...
If you weren't such a douchebag, he wouldn't be doing it...
Accusatory moral judgment blaming the recipient for Trump's actions, though context is unclear.
Moral Argument
0.70
@corywilson6182
Mar 4, 2025
Trump is a stupid and narcissist fool
Trump is a stupid and narcissist fool
Uses moral character attacks ('stupid', 'narcissist') to condemn Trump.
Moral Argument
0.70
@markandrew5591
Mar 4, 2025
Trump will self destruct just a matter of time
Trump will self destruct just a matter of time
Prediction that Trump will fail or collapse, implying moral judgment about his fitness and character.
Moral Argument
0.70
@NeverQuit87
Mar 4, 2025
Trump is Not a very smart guy….
Trump is Not a very smart guy….
Makes a negative character judgment about a political figure's intelligence, implying unfitness for office.
Moral Argument
0.70
@tarakurkosky1028
Mar 4, 2025
That guy who said we have down syndrome from subsahara is wrong. Provably himself is failed in life and that brings in hurt
That guy who said we have down syndrome from subsahara is wrong. Provably himself is failed in life and that brings in hurt
Defends a group against dehumanizing claims, appealing to human dignity and rejecting discriminatory stereotypes.
newtonbusani
Jan 28, 2026
When someone says the world is overpopulated, they should think of those "people "
When someone says the world is overpopulated, they should think of those "people "
Uses sarcastic framing to challenge overpopulation rhetoric by questioning who counts as 'people,' invoking fairness.
MWDz
Jan 27, 2026
SAY IT PUTIN IS A BABY KILLER
SAY IT PUTIN IS A BABY KILLER
Makes a serious moral accusation against a political figure, framing them as responsible for deaths, which is a moral condemnation.
@peachyclean93
Mar 4, 2025
Trump damages the world and make more enemies
Trump damages the world and make more enemies
Expresses concern about Trump's global impact and enemy-making, framed as moral criticism.
@MadenSoeun2024
Mar 4, 2025
Can't wait for karma to hit him, his goons and worshippers.
Can't wait for karma to hit him, his goons and worshippers.
Expresses a moral judgment that justice/karma should punish a political figure and supporters.
@MadieJay-nw8gl
Mar 4, 2025
Trump needs to be in chains.
Trump needs to be in chains.
Makes a strong moral condemnation of Trump through a call for punitive action.
@alexanderpetrow8668
Mar 4, 2025
He is already gone . And his words don't matter at all now. We all are facing all this just because of your pathetic behavior and decisions. Shame on you Tin
He is already gone . And his words don't matter at all now. We all are facing all this just because of your pathetic behavior and decisions. Shame on you Tin
Expresses moral condemnation of someone's behavior and decisions, addressing them directly with shame.
@mitchymitch2721
Mar 4, 2025
I dont follow canadian politics. (Us politics either)... I hate trump. His administration maga. Hes a racist and a bigot and ignorant and dumb as a stick. \n\nNot sure why Justin Trudeau is so disliked. …
I dont follow canadian politics. (Us politics either)... I hate trump. His administration maga. Hes a racist and a bigot and ignorant and dumb as a stick. \n\nNot sure why Justin Trudeau is so disliked. \n\nHe serms reasonable to me. Id stand behind Trudeau before i stood with trump. \n\nFDJT
Makes ethical judgments about Trump's character and expresses support for Trudeau based on reasonableness and moral grounds.
@Only-me-baby-fe2ji
Mar 4, 2025
Isn't Homo sapiens originated from AFRICA?? Where are you from? Mars?
Isn't Homo sapiens originated from AFRICA??
Where are you from? Mars?
Rhetorical challenge questioning the commenter's origin claims, implying all humans share African ancestry and thus no one has exclusive claim to belonging.
muchmore9797
Jan 29, 2026
“For they sow the wind, and they shall reap the whirlwind.” Hosea 8:7 .
“For they sow the wind, and they shall reap the whirlwind.” Hosea 8:7 .
Biblical quote implying moral consequences ('reap what you sow'), suggesting ethical judgment about policy outcomes.
Moral Argument
0.70
@heiferTV
Mar 4, 2025
This is sad for the world to witness. ?
This is sad for the world to witness. ?
Expression of moral disapproval about a situation, though vague about the specific context.
Moral Argument
0.70
@GoodvibesPHs
Mar 4, 2025
I'm starting to like trudeau now, he's doing a good job
I'm starting to like trudeau now, he's doing a good job
Personal opinion endorsing Trudeau's performance, framed as positive judgment of leadership quality.
Moral Argument
0.70
@Ejoel07
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)