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
Drumpf's best friend is the Russian monster.he is screwing American business people,farmers,builders, and every other American citizen.Thank you for speaking the truth,his worshippers will not believe you,but the rest of us know what is truth.\n …
Drumpf's best friend is the Russian monster.he is screwing American business people,farmers,builders, and every other American citizen.Thank you for speaking the truth,his worshippers will not believe you,but the rest of us know what is truth.\n And I love Canada,God bless and protect you all.I did not vote for the orange menace,he is now trying to blame the effects of his decisions on the previous administration.
Extended critique of Trump's character and decisions framed as moral truth-telling, with explicit solidarity expressed toward Canada.
@nursenurse3577
Mar 4, 2025
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
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
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
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
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
America elected a MF FOOL to office and I blame the morons that complained about the price of gas and eggs! America elected a MF felon, a fraud and a racist to office for the …
America elected a MF FOOL to office and I blame the morons that complained about the price of gas and eggs! America elected a MF felon, a fraud and a racist to office for the purpose of some low class group of people to feel empowered. What a shit show America has become! Fuck all of you all that complained about Biden, now look at the new Russia!
Condemns American voters and elected leadership on moral grounds (racism, fraud) while expressing alarm about national decline.
@Carlossr1911-Ducati
Mar 4, 2025
This relationship will never be the same. We will have to do a lot of mea culpa in the future.
This relationship will never be the same. We will have to do a lot of mea culpa in the future.
Appeals to fairness and accountability ('mea culpa') regarding a damaged relationship, suggesting ethical responsibility.
@BJHayes-n9i
Mar 4, 2025
Trumps a scourge to the planet..much like his buddy Putin
Trumps a scourge to the planet..much like his buddy Putin
Makes a moral judgment characterizing Trump as harmful to the planet, appealing to ethical principles about global welfare.
Moral Argument
0.80
@kellycbeckett9092
Mar 4, 2025
This is what being a leader is all about. Giving the harsh truth.
This is what being a leader is all about. Giving the harsh truth.
Appeals to ethical principles of leadership and truthfulness as virtues.
Moral Argument
0.80
@johnl4933
Mar 4, 2025
US need to be a shame of it self to let an idiot like trump lead them anywhere
US need to be a shame of it self to let an idiot like trump lead them anywhere
Appeals to shame and ethical judgment regarding US leadership, comparing nations implicitly.
@bryanhampton4861
Mar 4, 2025
Trump traitor!
Trump traitor!
Brief moral condemnation of Trump as a traitor, appealing to patriotic/ethical judgment without elaboration.
@RafaelTorres247
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)