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
Trump is an idiot he is spoiling things for himself
Trump is an idiot he is spoiling things for himself
Makes a moral judgment about Trump's character and fitness for office, framed as criticism of his personal qualities and impact on others.
Moral Argument
0.75
@sangeetanelson913
Mar 5, 2025
Very good speech by Trudeau except for one comment. He said Donald is a smart man. I'm sure he was just being polite. Donald Trump is not a smart man. He is an idiot. Plus …
Very good speech by Trudeau except for one comment. He said Donald is a smart man. I'm sure he was just being polite. Donald Trump is not a smart man. He is an idiot. Plus he's crazy and sadistic and evil, and he suffers from dementia. The cult of Trump is a death cult.
Extended moral condemnation of Trump using terms like 'evil,' 'sadistic,' and 'death cult,' framed as character judgment rather than policy analysis.
@AustinCartwright-t1p
Mar 4, 2025
Fifty percent of Americans don’t want tRump. We hate what’s happening. We hate him and his fascist ideals. I wish the world would know it. It’s not all Americans. It’s the uneducated, racist, and/or sexist …
Fifty percent of Americans don’t want tRump. We hate what’s happening. We hate him and his fascist ideals. I wish the world would know it. It’s not all Americans. It’s the uneducated, racist, and/or sexist half.
Makes moral judgments about Trump and his supporters while attempting to distance 'good Americans' from fascism and bigotry.
@SandiTerps
Mar 4, 2025
Intelligent move.
Intelligent move.
Brief endorsement of Canada's tariff response as 'intelligent,' implying moral/strategic approval of the policy decision.
Moral Argument
0.75
@oliviavallin5441
Mar 4, 2025
Canadian PM Justin is the best honest PM as a human being
Canadian PM Justin is the best honest PM as a human being
Praises Canadian PM's character and integrity as moral exemplar.
@chenmaria8390
Mar 4, 2025
MR. TRUDEAU, QST, THIS GOVERNMENT IS NOT! AMERICA'S! IT'S TRUMP'S, VANCE'S & MUSK 'S! & 2ND, THAT PUTIN SCUM SUCKING BASTARD IN THE WHITE HOUSE IS NOT! AMERICAN!! HE'S A SCUM SUCKING TREASONOUS TRAITOR TO …
MR. TRUDEAU, QST, THIS GOVERNMENT IS NOT! AMERICA'S! IT'S TRUMP'S, VANCE'S & MUSK 'S! & 2ND, THAT PUTIN SCUM SUCKING BASTARD IN THE WHITE HOUSE IS NOT! AMERICAN!! HE'S A SCUM SUCKING TREASONOUS TRAITOR TO THE LOWEST PVT. & SEAMEN IN OUR MILITARY & A BACK STABBING S.O B. TO NOT ONLY AMERICAN TAX PAYERS; BUT TO EVERY LONG TERM ALLIE WHO SHARED MUTUAL RESPECT, HONOR & TREASURED SECURITY TO ALL OUR PEOPLES OVER THE DECADES!
Passionate condemnation of political figures using moral language (traitor, scum, dishonor) framed as defense of national values and military integrity.
@richardpaglialunga2131
Mar 4, 2025
Canada We know it’s not You! Unfortunately because Racism is Ingrained in the fabric of America, We are here yet Again?? Because a vote for An Orange cheetah is just insane. They thought by voting …
Canada We know it’s not You! Unfortunately because Racism is Ingrained in the fabric of America, We are here yet Again?? Because a vote for An Orange cheetah is just insane. They thought by voting for Orange boy the stuff being implemented would only affect people of color. Check Your hearts America God is Aware of who is whom & Judgement it at the Door??
Appeals to moral and religious principles regarding racism and justice, with identity-based framing about American values.
@LeihuaBarry-jj4mg
Mar 4, 2025
Trump can’t gaslight anymore. Trudeau just stated the facts. Why are we appeasing the enemy and hurting our friend and neighbor, Canada? Trump is mentally ill. He’s a malignant narcissist and sociopath.
Trump can’t gaslight anymore. Trudeau just stated the facts. Why are we appeasing the enemy and hurting our friend and neighbor, Canada? Trump is mentally ill. He’s a malignant narcissist and sociopath.
Appeals to ethical principles (facts vs. gaslighting) while asserting American identity and distinguishing from Trump supporters.
@Ruzena2025
Mar 4, 2025
Wow! Trump is turning friends into enemies and enemies into friends. So sad!
Wow! Trump is turning friends into enemies and enemies into friends. So sad!
Expresses moral disapproval of diplomatic consequences, framing the situation as ethically problematic.
Moral Argument
0.75
@PCT_OUTLAW_2022
Mar 4, 2025
All those stupids that voted for freaking maga. Now tell me how this will affect trump cuz you would be the affected. Trump is a billionaire and would be richer at the end of his …
All those stupids that voted for freaking maga. Now tell me how this will affect trump cuz you would be the affected. Trump is a billionaire and would be richer at the end of his term. You will learn the hard way
Commenter criticizes Trump supporters on moral/ethical grounds while warning of economic consequences.
@Gregory-j1x
Mar 4, 2025
I see women with tears and I fully blame Kamala Harris for the comments she made inviting people which gave them hope to start their journey. Poorly thought out by KHarris.
I see women with tears and I fully blame Kamala Harris for the comments she made inviting people which gave them hope to start their journey. Poorly thought out by KHarris.
Blames Kamala Harris for false hope given to migrants, framing it as a moral/ethical failure while expressing concern about consequences.
@rhondaschafer9129
Mar 4, 2025
The Stupid orange idiot doesnt deserve to be called President.
The Stupid orange idiot doesnt deserve to be called President.
Makes a value judgment about Trump's fitness for office based on character assessment.
Moral Argument
0.75
@michaelsantos2715
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
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
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
I feel bad for the Americans , they put him there to be their President as they are hoping to have a better life . I’m sure some who voted for him now have the …
I feel bad for the Americans , they put him there to be their President as they are hoping to have a better life . I’m sure some who voted for him now have the regrets as they didn’t expect that to him . I love that Canadian President he has a good state of mind thinking what is best for his country . He wanted to end the war between Ukraine and Russia but he is starting his own war , ridiculous ?
Commenter expresses sympathy for Americans and moral approval of Canada's leadership, while comparing the two countries' approaches.
@BFFConstables
Mar 5, 2025
Trump is ruining America and its allies……truly sad and then HE supports Putin who would in a second kill Trump and then brag about it.
Trump is ruining America and its allies……truly sad and then HE supports Putin who would in a second kill Trump and then brag about it.
Criticizes Trump's harm to America and allies while raising concerns about his relationship with Putin.
@charlespadilla1027
Mar 4, 2025
propaganda is really good at making reasonable people seem like 'bad fits', and trick American's into idolizing known tyrants.
propaganda is really good at making reasonable people seem like 'bad fits', and trick American's into idolizing known tyrants.
Critiques propaganda and manipulation while warning against idolizing authoritarian leaders, blending ethical concerns with threat perception.
@kisselmx
Mar 4, 2025
Americans make a big mistake by voting for Trump...an arrogant and self centred person...
Americans make a big mistake by voting for Trump...an arrogant and self centred person...
Moral critique of Americans' voting choice, characterizing Trump as arrogant and self-centered as an ethical judgment.
Moral Argument
0.75
@jundaria9309
Mar 4, 2025
USA canada relation was condemned to malediction because canada has supported USA wars and massacres around the world...now cry baby cry.
USA canada relation was condemned to malediction because canada has supported USA wars and massacres around the world...now cry baby cry.
Moral critique of Canada's historical support for US military actions, framing current tensions as karmic consequence.
@EmilioCastro-yi4vx
Mar 4, 2025
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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)