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
I feel sad and embarrassed ? I once was proud of our Country. This is the first time we are having trouble with our own allies. Make this make sense ?This Canadian leader is articulate …
I feel sad and embarrassed ? I once was proud of our Country. This is the first time we are having trouble with our own allies. Make this make sense ?This Canadian leader is articulate and ? correct.
Expresses shame about national leadership and appeals to values of pride and proper conduct in international relations.
@marchandtpinkney5085
Mar 4, 2025
The Trump supporters I know either have no clue what he’s doing, or they believe that he’s just bargaining for better deals because they think America is getting screwed by our allies. This is all …
The Trump supporters I know either have no clue what he’s doing, or they believe that he’s just bargaining for better deals because they think America is getting screwed by our allies. This is all nonsense of course. \n\nThe American right has gone through ten years of brainwashing by conservative media outlets, and they really believe Trump will somehow bring back the America from 60+ years ago. They are in a cult, and they may double down on their fanaticism with these retaliatory tariffs.\n\nI watched sanity be replaced with complete craziness, and I do not know how we can finally get these people to realize they were misled.
Critiques Trump supporters' reasoning as cult-like brainwashing and appeals to sanity and truth, framing it as a moral/epistemic crisis.
@Rubaki-s2p
Mar 4, 2025
This man has committed unspeakable acts of evil. It is time for him to go.
This man has committed unspeakable acts of evil. It is time for him to go.
Commenter makes a moral condemnation of Trump's actions and implicitly calls for his removal from office.
@Lighthouse_Muse
Mar 4, 2025
Donald Trump is a moral imbecile.
Donald Trump is a moral imbecile.
Makes a moral judgment about Trump's character using ethical language ('moral imbecile').
Moral Argument
0.80
@ThomasOutt
Mar 4, 2025
I miss leaders that speak like this. Haven’t seen this type of boldness in so long.
I miss leaders that speak like this. Haven’t seen this type of boldness in so long.
Expresses admiration for leadership qualities and boldness, making an implicit moral judgment about desired leadership traits.
Moral Argument
0.80
@lauravanzilen8599
Mar 4, 2025
I hope y’all who voted for Trump are proud of yourselfs. And thank goodness I am not living in the USA.
I hope y’all who voted for Trump are proud of yourselfs. And thank goodness I am not living in the USA.
Makes moral judgment about Trump voters' responsibility while asserting national identity and superiority of non-US residence.
@nesssaja
Mar 4, 2025
Trudeau and his allies are cool with people dying. Got it. F that guy.
Trudeau and his allies are cool with people dying. Got it. F that guy.
Frames criticism as a moral failing (indifference to death) while attacking a political figure, blending ethical judgment with policy disagreement.
@UnlinkedCashews
Mar 4, 2025
Trump is not a smart man. You don’t need to stroke his ego. He’s a idiot
Trump is not a smart man. You don’t need to stroke his ego. He’s a idiot
Commenter makes a character judgment about Trump's intelligence and advises against appeasing him, framing it as a matter of principle.
Moral Argument
0.80
@ts2thankful1
Mar 4, 2025
So all of a sudden Trudeau is a hero? You people deserve to be poor.
So all of a sudden Trudeau is a hero? You people deserve to be poor.
Questions the moral consistency of praising Trudeau while making a punitive judgment about Canadians' deservingness.
@Noilo96
Mar 4, 2025
Canada, US and all American counties people are immigrants. The land is belongs to red Indians. White people killed native redindians people and occupied their lands. Eurpoe is the only land of European
Canada, US and all American counties people are immigrants. The land is belongs to red Indians. White people killed native redindians people and occupied their lands. Eurpoe is the only land of European
Appeals to historical justice and indigenous rights, framing immigration debate within broader ethical context of colonialism.
indian8724
Feb 11, 2026
Trump is so obviously a agent for Russia and a puppet for Putin. A petty school yard bully putting the world at risk.! He has the blood of many on his hands for walkng with …
Trump is so obviously a agent for Russia and a puppet for Putin. A petty school yard bully putting the world at risk.! He has the blood of many on his hands for walkng with a evil dictator supporting the deaths of many inocents in Ukraine!!! A traitor!!!!!! Impeach!!!!!!!!!!!
The commenter makes strong moral accusations of treason and evil, framing Trump as a threat to global security and innocent lives, combining moral judgment with threat rhetoric.
@veenacriddle1207
Mar 4, 2025
It's a pleasure to hear a leader speak clearly, concisely with no shouting or bullying. I sincerely regret US leaders' bombastic behavior and cow towing to a murderous dictator ??
It's a pleasure to hear a leader speak clearly, concisely with no shouting or bullying. I sincerely regret US leaders' bombastic behavior and cow towing to a murderous dictator ??
The commenter praises clear, non-bullying leadership while criticizing U.S. leaders' behavior and their alignment with authoritarian figures, making ethical judgments about leadership conduct.
@cherylconrad211
Mar 4, 2025
DON'T WASTE YOUR TIME JUSTIN TRUMP'S IQ IS TOO LOW TO UNDERSTAND HE HAS NO MORALS NO VALUES AND NO SOUL HE'S AN IDIOT
DON'T WASTE YOUR TIME JUSTIN TRUMP'S IQ IS TOO LOW TO UNDERSTAND HE HAS NO MORALS NO VALUES AND NO SOUL HE'S AN IDIOT
Commenter attacks Trump's character and moral foundation using ethical language about values and soul.
Moral Argument
0.80
@slyparr
Mar 4, 2025
Tyler you should start by moving back to Europe because North America belongs to native not Europeans
Tyler you should start by moving back to Europe because North America belongs to native not Europeans
Argues that Europeans have no moral standing to restrict immigration to North America given historical colonization of indigenous lands, appealing to historical justice.
reysri2695
Feb 11, 2026
Who’s the real dictator? Trump not Zelensky!
Who’s the real dictator? Trump not Zelensky!
Commenter uses a rhetorical question to challenge the framing of who is authoritarian, making a moral argument about Trump's character.
@spencersokvangnuon2914
Mar 4, 2025
What else can we expect from a guy lying about the “election stolen” to (only add insult to injury) promoting insurrection!? Canada, he’s called a pathological liar for a reason: it’s true‼️?
What else can we expect from a guy lying about the “election stolen” to (only add insult to injury) promoting insurrection!? Canada, he’s called a pathological liar for a reason: it’s true‼️?
Makes moral accusations about Trump's character (pathological liar, election denial, insurrection) as grounds for criticism.
@Truthprevail-s5f
Mar 4, 2025
Electing Trumpet and his puppets was the most stupid thing Americans have ever done.
Electing Trumpet and his puppets was the most stupid thing Americans have ever done.
Makes a moral judgment about American voters' decision-making as 'stupid,' framing it as an ethical failure.
@kevinkevin-ug9po
Mar 4, 2025
Everyone now hates the United States. I don't blame anyone for feeling like that. I hate the United States too and i was born here. Why anyone would want to come here to this shithoe …
Everyone now hates the United States. I don't blame anyone for feeling like that. I hate the United States too and i was born here. Why anyone would want to come here to this shithoe now -a- days is beyond my comprehension.
Expresses ethical judgment about the US while questioning why immigrants would choose to relocate there.
@ireneserrano-s5u
Mar 4, 2025
okay but UK can occupy india for hundred of years - fuckin bullshit
okay but UK can occupy india for hundred of years - fuckin bullshit
Critiques historical British colonization of India as hypocritical compared to current immigration restrictions, appealing to fairness and historical justice.
np6263
Feb 10, 2026
Being proud of one’s country is good, but discarding another nation’s (especially the one you immigrate to) culture and customs and continuing to follow your own, even considering them better, that’s when the problem begins. …
Being proud of one’s country is good, but discarding another nation’s (especially the one you immigrate to) culture and customs and continuing to follow your own, even considering them better, that’s when the problem begins. When you leave a country for the purpose of immigration, only its memories should stay with you, nothing else
Appeals to fairness and cultural integration principles while critiquing immigrants who maintain their heritage, framed as ethical concern.
Zzz1244-w8m
Feb 10, 2026
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)