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 MONSTER!
TRUMP IS A MONSTER!
Brief moral condemnation of Trump using strong ethical language ('MONSTER') without elaboration.
Moral Argument
0.78
@Jetty1152
Mar 4, 2025
Another sad and humiliating day for our country. RED HATS are RESPOSIBLE.
Another sad and humiliating day for our country. RED HATS are RESPOSIBLE.
Expresses shame and assigns blame to a political group ('RED HATS') for national humiliation, appealing to collective dignity.
@adoptsalot
Mar 4, 2025
Trudeau is right in every aspect, Trump is an enemy of the free world
Trudeau is right in every aspect, Trump is an enemy of the free world
Makes a moral judgment that Trudeau is 'right in every aspect' and frames Trump as an enemy, appealing to values of freedom and righteousness.
@sl2136
Mar 4, 2025
Shame on them who voted for Trump, the clown!
Shame on them who voted for Trump, the clown!
Condemns Trump voters on moral grounds while implicitly calling for accountability or different voting behavior.
@TARA-j3l
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
we hate this man so much go away trudy
we hate this man so much go away trudy
Expression of strong disapproval toward Trudeau framed as collective rejection ('we hate'), combining emotional opposition with a call for his removal.
Moral Argument
0.78
@frankbible5920
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
I'm not a fan of Trudeau, but I must say, what a great, articulate speech. What a nightmare 4 years of orange baby.
I'm not a fan of Trudeau, but I must say, what a great, articulate speech. What a nightmare 4 years of orange baby.
Acknowledges Trudeau's rhetorical skill while contrasting him favorably to Trump on ethical/leadership grounds.
@alexalvarez1021
Mar 4, 2025
,Yeah Donald you think you can punish Canada go ahead you want.our water our gas our oil our minerals our health care our good manners and our humanity you 34time convicted criminal thanks for destroying …
,Yeah Donald you think you can punish Canada go ahead you want.our water our gas our oil our minerals our health care our good manners and our humanity you 34time convicted criminal thanks for destroying America
Appeals to Canadian values (healthcare, humanity, good manners) as moral superiority while criticizing Trump's character and actions.
@estherismond851
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
Trump is a corrupt conman. Look at the difference between this speech and Trump’s. Trump speaks like a child full of BS.
Trump is a corrupt conman. Look at the difference between this speech and Trump’s. Trump speaks like a child full of BS.
Attacks Trump's character and credibility through comparative framing of speech quality, implying moral/intellectual deficiency.
@zertify1714
Mar 4, 2025
God is giving us a good and deserved lesson here: Don't trust men. Trust God with all your heart, mind, soul and strength. Instead of trusting God, many thought that a golden era was coming. …
God is giving us a good and deserved lesson here: Don't trust men. Trust God with all your heart, mind, soul and strength. Instead of trusting God, many thought that a golden era was coming. But God had other plans. He cannot be mocked. We all reap what we sow.
Religious moral argument framing current events as divine judgment and lesson about trust in God.
Moral Argument
0.78
@lastdayspreppingministry
Mar 4, 2025
President Trudeau proving he is a good leader & will not capitulate to Trump or Putin the Butcher !
President Trudeau proving he is a good leader & will not capitulate to Trump or Putin the Butcher !
Praises Trudeau for maintaining leadership principles and resisting external pressure, appealing to values of independence and moral leadership.
@josiedaniels4172
Mar 4, 2025
In times like this, it an opportunity for leaders around the world to show competence and leadership. American people must be smarter than their leader, they seem hypnotized. Hope when they wake up, wont be …
In times like this, it an opportunity for leaders around the world to show competence and leadership. American people must be smarter than their leader, they seem hypnotized. Hope when they wake up, wont be too late to repair the damage.
Appeals to competence and leadership as ethical imperatives while comparing nations' responses.
@silviuvarzaru9664
Mar 4, 2025
what can you do, he trump all reason, all logic, all cooperation between countries, he trump global peace, he trump safety, he trump what the world has been working on since ww2, he trump humanity, …
what can you do, he trump all reason, all logic, all cooperation between countries, he trump global peace, he trump safety, he trump what the world has been working on since ww2, he trump humanity, he trump everyone who disagree with him, and he trump the interests of america!
Critiques Trump for undermining global cooperation, peace, and human interests through repeated moral appeals about what he has damaged.
@benjaminandersen1097
Mar 4, 2025
That's how a true leader conveys his point to his people
That's how a true leader conveys his point to his people
Brief endorsement of leadership qualities framed as a moral or character-based assessment of what constitutes 'true' leadership.
Moral Argument
0.78
@adamc2867
Mar 4, 2025
by that he means, the same group of people will protect themselves and the same group always trampled on will be trampled on.
by that he means, the same group of people will protect themselves and the same group always trampled on will be trampled on.
Critiques fairness and justice by suggesting systemic inequality will persist, with undertones of social concern.
@BrynFLEW
Mar 4, 2025
we know you guys dont want this nor does us true Americans want it. trump wants this to pretend like hes a tough guy to make him feel like a man for a split second …
we know you guys dont want this nor does us true Americans want it. trump wants this to pretend like hes a tough guy to make him feel like a man for a split second cause deep down he knows hes a disgusting person.
Critiques Trump's character and motivations on ethical grounds while claiming to speak for 'true Americans.'
@mewinthedark8513
Mar 4, 2025
Whether you agree with his politics or not, aTHIS IS HOW A TRUE LEADER deals with something that affects their country. He’s not screaming, crying, and throwing a tantrum while laying on the floor. Good …
Whether you agree with his politics or not, aTHIS IS HOW A TRUE LEADER deals with something that affects their country. He’s not screaming, crying, and throwing a tantrum while laying on the floor. Good for Canada! I say don’t cut off the power but put a 100% surcharge on it. Give the extra cash to your people to help with any negative financial issues they may face.
Praises Trudeau's leadership conduct as morally superior while proposing economic policy alternatives.
@annbrennan1269
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)