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 a NARCISSISTIC egotistical bully, liar, racist, sexist, uneducated moron. He is a friend of Russia, interested only in boosting his own sense of importance and greed. Here in the UK he is universally …
Trump is a NARCISSISTIC egotistical bully, liar, racist, sexist, uneducated moron. He is a friend of Russia, interested only in boosting his own sense of importance and greed. Here in the UK he is universally DETESTED. I hope the whole world responds in the same way as Canada.
Makes character-based moral condemnation of Trump with comparative framing about international sentiment.
@philipperry1
Mar 4, 2025
Trump is pure vomit. There is nothing lower than what the pathetic Republican party has become
Trump is pure vomit. There is nothing lower than what the pathetic Republican party has become
Uses strong moral language ('pure vomit', 'pathetic') to condemn Trump and the Republican party as ethically bankrupt.
@sergiogonzalez736
Mar 4, 2025
How refreshing to hear FACTS and not constant lies from an American president
How refreshing to hear FACTS and not constant lies from an American president
Contrasts truthfulness and integrity (facts vs. lies) as an ethical standard, with implicit comparison to American leadership.
@deborah9941
Mar 4, 2025
Congratulations to Trump. He has sought out to apparently “put America first”. But all it appears he is accomplishing is galvanising the rest of the free world against the United States. My sincerest apologies to …
Congratulations to Trump. He has sought out to apparently “put America first”. But all it appears he is accomplishing is galvanising the rest of the free world against the United States. My sincerest apologies to the American people you have been truly led astray
Appeals to values of diplomacy and respect while criticizing Trump's approach and expressing sympathy for Americans.
@tb1808
Mar 4, 2025
This is how you speak! You do not threaten people and bully them and tease them like an ignorant child. Some people should take notes...nudge nudge wink wink...
This is how you speak! You do not threaten people and bully them and tease them like an ignorant child. Some people should take notes...nudge nudge wink wink...
Appeals to ethical principles about respectful communication and conduct, with an implicit call for others to emulate better behavior.
@kimbrown4309
Mar 4, 2025
Reasonable gentleman (&arguments) against an misogynistic, mentally impaired bully.\nDystopian reality thanks to @Trump.
Reasonable gentleman (&arguments) against an misogynistic, mentally impaired bully.\nDystopian reality thanks to @Trump.
Frames the conflict as a moral struggle between reasonableness and bullying behavior, with dystopian framing of the current reality.
@danix71
Mar 4, 2025
The Donald's least concern is his people, his poor people, because his millionaire friends Bezos, Musk, and company are going to get richer, a lot richer, with all these moves. Like Napoleon Bonaparte and Hitler, …
The Donald's least concern is his people, his poor people, because his millionaire friends Bezos, Musk, and company are going to get richer, a lot richer, with all these moves. Like Napoleon Bonaparte and Hitler, Trump sees himself as the great conqueror of the world, the chosen one, the incarnation of Jesus on Earth, and his followers believe he is. The poor devils, as ignorant as Trump himself.
Critique of Trump's character and motives framed through ethical concerns about inequality and authoritarian tendencies.
@alggazteca
Mar 4, 2025
Sir u have hurt your own people why would I ever believe you care about us?
Sir u have hurt your own people why would I ever believe you care about us?
Accusation that leadership has betrayed citizens, questioning trustworthiness on moral grounds.
@carmengonzalez1745
Mar 4, 2025
Please do not blame America as a whole for this... Sadly its just a group of uneducated people that have no freaking idea what they are doing that are doing this . ...Still in shock …
Please do not blame America as a whole for this... Sadly its just a group of uneducated people that have no freaking idea what they are doing that are doing this . ...Still in shock they even came to power. Now we all see the results of decades of Russian propaganda. Good job Russia... The only thing yall ever did right is propaganda :(
Defends America's reputation by distinguishing between the nation and its leaders, appealing to fairness and blaming external propaganda influence.
@187HeroMrSlick
Mar 4, 2025
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Love the honesty. The white guys comment concerning African people is an uneducated comment.
Critiques another commenter's statement as uneducated, appealing to fairness and reasoned discourse.
OriginauxHaircare
Feb 25, 2026
what a beautifully crafted and heartfelt speech by a true leader. no bluster, no hyperbolic ranting, just facts and setting out the stage as trump is engineering it
what a beautifully crafted and heartfelt speech by a true leader. no bluster, no hyperbolic ranting, just facts and setting out the stage as trump is engineering it
Praises leadership qualities ('true leader') and appeals to factual integrity versus 'hyperbolic ranting,' grounded in ethical standards.
@markC199
Mar 4, 2025
I would be completely embarrassed if I was an American citizen these days.... Shame
I would be completely embarrassed if I was an American citizen these days.... Shame
Expresses shame and embarrassment about American leadership, appealing to moral/ethical standards of national conduct.
@jengamen
Mar 4, 2025
Bottom line is Trump & Vance & the people who voted for them are complete idiots. Easing sanctions on Putin? Saying Ukraine started the war? Next Trump, mirroring his buddy Putin being in office since …
Bottom line is Trump & Vance & the people who voted for them are complete idiots. Easing sanctions on Putin? Saying Ukraine started the war? Next Trump, mirroring his buddy Putin being in office since 1999, will try to stay in office for years & years.
Condemns Trump supporters as idiots and raises concerns about authoritarian governance and geopolitical threats, blending moral judgment with security anxiety.
@JeffGDj
Mar 4, 2025
As an American who not unlike more than half of this country believe this president and his administration are going down a very dangerous path. It feels like a runaway train, why can't we stop …
As an American who not unlike more than half of this country believe this president and his administration are going down a very dangerous path. It feels like a runaway train, why can't we stop it, why can't we remove him, the impending damage that is about to take place seems obvious. This is a democracy but what do you do if the person who was voted in isn't qualified and is hurting not only our people but people around the world? Can you recall a president? What would it take?
First-person account expressing ethical concerns about presidential fitness and democratic accountability, with rhetorical questions about removal mechanisms.
@archerandthemouse
Mar 4, 2025
USA, what are you doing? Who is friend, whos is not? Your heart should know
USA, what are you doing? Who is friend, whos is not? Your heart should know
Commenter appeals to moral principles of friendship and loyalty, questioning the USA's foreign policy direction through emotional language about the heart.
Moral Argument
0.78
@wattmeter1139
Mar 4, 2025
Trump is a master at destroying everything he is involved in sucking it dry just so as long as the money is in his pocket.
Trump is a master at destroying everything he is involved in sucking it dry just so as long as the money is in his pocket.
Makes a moral judgment that Trump destroys things for personal profit, characterizing his behavior as unethical and self-serving.
@renecabrera7609
Mar 4, 2025
We do not want Russia as an ally Trump. Trump is the dumbmest President in the world. He is trying to destroy the U.S. and you'll letting him do it.
We do not want Russia as an ally Trump. Trump is the dumbmest President in the world. He is trying to destroy the U.S. and you'll letting him do it.
Frames Trump's actions as morally wrong ('destroying') while critiquing specific policy direction.
@michaelrichardson8692
Mar 4, 2025
Who voted for orange guy!! Now look what you all voted for
Who voted for orange guy!! Now look what you all voted for
Criticizes voters for electing Trump and implicitly calls for accountability, framed as moral judgment of electoral choice.
@tudiS-uw5yt
Mar 4, 2025
A radical sect has taken over the Republican Party. Trump is doing generational damage that will wreak havoc on our country. F@ck all ya'll who voted for this convicted felon, sex abuser and privileged psychopath!
A radical sect has taken over the Republican Party. Trump is doing generational damage that will wreak havoc on our country. F@ck all ya'll who voted for this convicted felon, sex abuser and privileged psychopath!
Makes ethical appeals about Trump's character and fitness for office while expressing alarm about generational damage, framed as moral condemnation.
@kingofbuckhannon
Mar 4, 2025
It is absolutely disgusting what he has done to his OWN country.\nHated by his own people.
It is absolutely disgusting what he has done to his OWN country.\nHated by his own people.
Expresses moral disapproval of actions toward 'his own country' and claims he is hated by his people.
@pr-ro8kl
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)