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 Traitor!
Trump is a Traitor!
Makes a moral accusation that Trump is a traitor, appealing to principles of loyalty and betrayal.
Moral Argument
0.90
@lauracohen4914
Mar 4, 2025
Trump is not a wacky friend hes a bully and embarrassment. What damn disgrace The US has become
Trump is not a wacky friend hes a bully and embarrassment. What damn disgrace The US has become
Characterizes Trump as a bully and an embarrassment to the nation, appealing to standards of leadership and national dignity.
Moral Argument
0.90
@alexinfinite7142
Mar 4, 2025
What does the bible say about your neighbour?
What does the bible say about your neighbour?
Invokes biblical/religious moral principle about treating neighbors to critique the policy position.
Moral Argument
0.90
@DU0ZA
Mar 4, 2025
Trumps small, petty ego battles are very costly to the average American and to lives around the world. Trump does not care. He is incapable of empathy. His ego battle and extortion racket with Zelenskyy …
Trumps small, petty ego battles are very costly to the average American and to lives around the world. Trump does not care. He is incapable of empathy. His ego battle and extortion racket with Zelenskyy is costing lives. Trump doesn't care. A hundred thousand extra lives were lost during Covid in America because of Trumps, ignorance, lies and disinformation. Trump didn't care. Lives were lost in Haiti because of Trumps hurricane response incompetence. Trump could have cared less. Trump sold out the Kurds in Syria. Thousands of lives were lost. Trump didn't care. He's a sick man and American voted him in. Now we have to live with it. Here in America, there is going to be a step too far. For half of America, Trump is way passed that. Dictators only respond to strength. Thank you Canada for making a strong and firm stand.
Extended moral critique of Trump's character and policies, emphasizing harm and lack of empathy, while praising Canada's stance.
@timothyhilton3408
Mar 4, 2025
Trump is a traitor
Trump is a traitor
Brief moral condemnation of Trump using the label 'traitor,' appealing to ethical/patriotic principles.
Moral Argument
0.90
@vincentthomas3290
Mar 4, 2025
I’m am Ukrainian Canadian and over the last few days I see how the new US government’s policy ruining everything we all believe in so dearly: democracy, friendship, helping shoulder to those who needs support …
I’m am Ukrainian Canadian and over the last few days I see how the new US government’s policy ruining everything we all believe in so dearly: democracy, friendship, helping shoulder to those who needs support against the bloody dictators, and firing thousands of people without cause who provided cybersecurity, guarded fairness of your elections… all being flashed down the toilet. And I watch it being replaced with bulling those who is bleeding, stabbing the friends and neighbors, singing praise to the war criminals charged for crimes against humanity with unlawful deportation and transfer of 20,000 Ukrainian children into russia. Children?! And I want to ask you a question: will you be a silent bystander watching the world plummet into the hatred, redivisions of borders and the rule of heartless convicted “deal makers”? I think I know who he made the deal with... And to those who voted for him: do you still believe this will lead you and your country to greatness?? One single fact that both Moscow and Beijing celebrate watching what’s happening should raise your eyebrows and question your decision to bring this man into power. Instead of making America great again the fight for saving America just began. God help you and all of us!
Ukrainian Canadian shares lived experience while making extensive moral appeals about democracy, human rights, and war crimes, culminating in a call to action against complacency.
@juliamudla2158
Mar 4, 2025
Trump is bully
Trump is bully
Brief moral judgment characterizing Trump's behavior as bullying, an ethical critique.
Moral Argument
0.90
@amirehameri5854
Mar 4, 2025
I am in tears every single day watching this administration do what they're doing....? I'm an American and I am proud of our country but I am not proud of what's happening right now In …
I am in tears every single day watching this administration do what they're doing....? I'm an American and I am proud of our country but I am not proud of what's happening right now In this administration? It's absolutely horrific undemocratic cruel Idiotic stupid ridiculous Narcissistic..... I am in tears watching this I can't believe this is happening?
American expressing emotional distress and moral condemnation of current administration as 'horrific, undemocratic, cruel.'
@karenskloset898
Mar 4, 2025
DJT is NOT a smart man
DJT is NOT a smart man
Direct value judgment questioning Trump's intelligence and competence.
Moral Argument
0.90
@anniehenkes2040
Mar 4, 2025
You can’t make it make sense. Trump is a demented malignant criminal who has no empathy or ethics.
You can’t make it make sense. Trump is a demented malignant criminal who has no empathy or ethics.
Makes ethical judgment about Trump's character, citing lack of empathy and ethics.
Moral Argument
0.90
@anaphylaxis2548
Mar 4, 2025
SHAME ON AMERICA. SHAME ON ALL WHO VOTED FOR TRUMP.
SHAME ON AMERICA. SHAME ON ALL WHO VOTED FOR TRUMP.
Direct moral condemnation of Trump and his voters using shame-based language.
Moral Argument
0.90
@bibigems
Mar 4, 2025
This is how a leader should speak!
This is how a leader should speak!
Makes a normative claim about leadership qualities and standards of conduct.
Moral Argument
0.90
@richardmeftah2569
Mar 4, 2025
Trump is an absolute disgrace.
Trump is an absolute disgrace.
Direct moral condemnation of Trump using evaluative language ('absolute disgrace') without specific policy critique.
Moral Argument
0.90
@trickfall8752
Mar 4, 2025
Shame on Trump!
Shame on Trump!
Simple moral condemnation expressing disapproval of Trump's actions.
Moral Argument
0.90
@ralphstarling6707
Mar 4, 2025
Do what is right. Stand up for democracy and the rule of law. Stand with Canada and Ukraine.
Do what is right. Stand up for democracy and the rule of law. Stand with Canada and Ukraine.
Appeals to ethical principles (democracy, rule of law) and expresses solidarity with Canada and Ukraine based on moral grounds.
@graemejeffery2759
Mar 4, 2025
Trumps a absolute disgrace to the United States
Trumps a absolute disgrace to the United States
Condemns the US president as a moral failure and disgrace.
Moral Argument
0.90
@melodieshimon
Mar 4, 2025
This isn’t “just business”. America has to remain steadfast to our commitments. We can’t be fair weather friends.
This isn’t “just business”. America has to remain steadfast to our commitments. We can’t be fair weather friends.
Appeals to ethical principles of commitment and loyalty between nations, framing international relations as a moral obligation.
Moral Argument
0.90
@mannysr67
Mar 4, 2025
You are a dictator
You are a dictator
Direct moral accusation labeling a political leader as a dictator, appealing to principles of democratic governance.
Moral Argument
0.90
@ewagruszko9898
Mar 4, 2025
9:03 this person literally half naked in the streets and complaining that Indians walk naked in their homes. Wow hypocrisy at it's peak
9:03 this person literally half naked in the streets and complaining that Indians walk naked in their homes. Wow hypocrisy at it's peak
Points out hypocrisy in criticism by highlighting contradictory behavior of the critic, appealing to fairness.
Moral Argument
0.89
heeman9
Oct 26, 2025
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with …
Tyler, great video. I'm a born African man. Our culture is beautiful. What fluorescent snowbunny vest dude is saying is bullshit of the highest rank!! We do not have low intelligence as the guy with the fluorenscent vest claims!!! We have African brothers and sisters who are basically geniuses. We have that, too, better than whites. Inventions made by Blacks but, the white man wanted the credit so bad for it.
That's your story, anything Africans/Blacks create, y'all want to steal and, "make it ours" and you alter history books and other storytelling materials for that. You people have a serious issue and he claims whites as being the good ones? 😂😂 Seriously, this bullshit boils my blood, it makes me sick. No one is good except God! Just because you do not understand another man's culture, it doesn't mean he's of low intelligence. Same language dialects. I can't believe he said such bullshit about my people! Does he mingle with us or know us?! He looks like he's probably stayed in Canada all his life until now. This is pathetic but I know you whites are just afraid and terrified of us. I'll never forget the way we suffered and still are.
Defends African identity and intelligence against racist claims, invoking historical injustice and appealing to ethical principles about cultural respect.
Mwinazin3le
Feb 17, 2026
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)