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
You just cannot trust!! I’m sorry my country has done this. So unnecessary.
You just cannot trust!! I’m sorry my country has done this. So unnecessary.
Expresses moral disapproval of Canada's actions as 'unnecessary' while asserting national identity through 'my country.'
@RandolphWashington
Mar 4, 2025
Like the Bible say never put a damn fool over nothing
Like the Bible say never put a damn fool over nothing
Invokes biblical moral principle against placing unfit leaders in power, appealing to ethical standards.
Moral Argument
0.75
@toneyingram732
Mar 4, 2025
He cares about the people, I thank you. Our 1% cares only about themselves, we the people are in for a long ride. ?
He cares about the people, I thank you. Our 1% cares only about themselves, we the people are in for a long ride. ?
Expresses ethical concern about leadership priorities, contrasting care for people against self-interest of the wealthy elite.
@Cheryl-yz4gg
Mar 4, 2025
Donald want to please poo-tin, and only him.
Donald want to please poo-tin, and only him.
Makes an unsubstantiated accusation about political allegiance while expressing moral disapproval.
@joeordinary2trumpheroofrussia
Mar 4, 2025
Trump is a child, not everybody should have the right to vote
Trump is a child, not everybody should have the right to vote
Attacks Trump's character and questions voting rights eligibility based on moral/fitness grounds.
@caliban666
Mar 4, 2025
Trudeau is wright,Trump is suppose to be and jail.?
Trudeau is wright,Trump is suppose to be and jail.?
Supports Trudeau's position and argues that Trump should face legal consequences, framing it as a justice issue.
@richardgagne8785
Mar 4, 2025
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Critiques Trump's moral character (bullying, authoritarianism) while expressing concern about his geopolitical behavior.
@bmwbob51
Mar 4, 2025
❤ ??Trump giving up his friendship with Canada but cozying up to Russia! ??❤️ So disgusting to see ?????
❤ ??Trump giving up his friendship with Canada but cozying up to Russia! ??❤️ So disgusting to see ?????
Expresses moral disapproval of Trump's foreign policy shift, framing it as a betrayal of alliance relationships.
@Butterflies-are-free
Mar 4, 2025
Trump is a d f. Congratualtions. Great vote usa. There is nothing your enemys have to do, just watch you destroying yourself
Trump is a d f. Congratualtions. Great vote usa. There is nothing your enemys have to do, just watch you destroying yourself
Criticizes Trump and US self-destruction on ethical grounds, comparing national trajectories.
@spikemarsters5376
Mar 4, 2025
Will world media now start making a difference between “Trump” and “American People” like they do between “CCP” and “China”? I guess they should, lets not be unfair the other 50 percentage of Americans that …
Will world media now start making a difference between “Trump” and “American People” like they do between “CCP” and “China”? I guess they should, lets not be unfair the other 50 percentage of Americans that didn’t vote for Trump.
Appeals to fairness in media representation, distinguishing between political leaders and general populations.
@nononsense2731
Mar 4, 2025
Every action he takes makes me vomit media laps his bs up
Every action he takes makes me vomit media laps his bs up
Expresses strong disapproval of political leadership's actions and media coverage, framing it as ethically wrong.
@scarfemark
Mar 4, 2025
why they dont say the same to Netanyahu as murderer?
why they dont say the same to Netanyahu as murderer?
Raises a moral/ethical inconsistency argument by comparing treatment of different political figures, questioning fairness in discourse.
@uthmaannamuthama5532
Mar 4, 2025
Donald doesn't want friends. He wants yes men.?
Donald doesn't want friends. He wants yes men.?
Critiques Trump's character and leadership style through an ethical lens, suggesting he values obedience over genuine relationships.
Moral Argument
0.75
@one4truth236
Mar 4, 2025
Trump is kissing Putin's ass. He want's to be seen as a tough dictator like Putin. Time to run the Natzis out of the WhiteHouse
Trump is kissing Putin's ass. He want's to be seen as a tough dictator like Putin. Time to run the Natzis out of the WhiteHouse
Condemns Trump's alignment with Putin as a betrayal of democratic values and characterizes him as a fascist threat.
@khealey2011
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
Trump is serving Putin and most Republicans just stand by complicit to his treason.
Trump is serving Putin and most Republicans just stand by complicit to his treason.
Makes an accusation of treason and complicity against Trump and Republicans, framed as a moral judgment.
@liberty_and_justice67
Mar 4, 2025
This is ridiculous and so unnecessary Trump who ? This makes me wanna move to Canada now!
This is ridiculous and so unnecessary Trump who ? This makes me wanna move to Canada now!
Expresses disapproval of political situation and uses Canada as a positive alternative, implying ethical judgment.
@ladydianadavis2332
Mar 4, 2025
Trump is pure evil! Can’t wait u til he’s gone! JD is owned by those who seek to destroy democracy. Those who voted for this deserve what they get. I feel for those who didn’t, …
Trump is pure evil! Can’t wait u til he’s gone! JD is owned by those who seek to destroy democracy. Those who voted for this deserve what they get. I feel for those who didn’t, like Canadians. ???
Combines moral condemnation ('pure evil', threat to democracy) with expressions of concern for democratic institutions and sympathy for Canadians.
@keylime2998
Mar 4, 2025
We need an adult president such as this ????
We need an adult president such as this ????
Appeals to leadership qualities and maturity as moral virtues, with implicit comparison to other leaders.
@patsimmons3123
Mar 4, 2025
The tables have turned my friends... Buckle up, batten down... Trump is loyal to no one... America wasn't suffering for lack before this change of govt... Just look at their arms bill $$$... But Trump …
The tables have turned my friends... Buckle up, batten down... Trump is loyal to no one... America wasn't suffering for lack before this change of govt... Just look at their arms bill $$$... But Trump is like Freddy from elm street with the slashing hand... Slashing away at friends and foes... Yep, like Jason with the machete ... You short-termed memory voters unleashed the beast upon yourselves and the world... ?? Bravo... But a nation usually gets the leader it deserves, sorry to say.??
Comment uses moral language ('nation gets the leader it deserves') and expresses fear about Trump's unpredictability and destructive potential, framed through horror movie metaphors.
@maroblanco6543
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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