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
Can you insure the safety of us democratic voters please?\nDon't worry about the trump voters that realized they made a bad mistake, they deserve everything they got
Can you insure the safety of us democratic voters please?\nDon't worry about the trump voters that realized they made a bad mistake, they deserve everything they got
Appeals to protect democratic voters while making a moral judgment that Trump voters 'deserve' negative consequences, blending justice claims with identity division.
@laurabuona856
Mar 4, 2025
I love Canadian people I do not like your leader. He sounds righteous today. Make no mistake of the Skeltons this man has. I do support President Trumps decision we neen to make changes for …
I love Canadian people I do not like your leader. He sounds righteous today. Make no mistake of the Skeltons this man has. I do support President Trumps decision we neen to make changes for our country as do you guys have to do. Better days are coming us all things will get rough for a while. Loll to your leader to do his part for your country. He needs to get creative business wise instead of putting blame. Why is your leader looking to fight he should be thinking about how to solve problems and create business. I love Canadians We will get through this. Bucket up thing will get rough for all of us we all have to make changes. We believe in Donald Trunp and the many men and woman that have stepped up to change this country. May God be with us all may we get thought rough times may these wars come to and end.
Commenter appeals to shared values (love for Canadians, belief in change, faith), criticizes Trudeau's approach as blame-focused rather than solution-oriented, and frames necessary hardship as morally justified.
@andrewpipitone1572
Mar 4, 2025
This Chrump and his MAGAt GOPs are so corrupt, and the ignorant Americans allow it
This Chrump and his MAGAt GOPs are so corrupt, and the ignorant Americans allow it
Criticizes corruption and voter judgment as moral failures, with dismissive framing of opposing group.
@dee6816
Mar 4, 2025
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
Questions why immigrants would leave better opportunities elsewhere, implying a moral argument about responsibility not to degrade adopted countries.
jaydr6988
Feb 24, 2026
Truth be told ..Trump wants to be like Putin \n\nHe's kissing Putin's ass The only reason why he brought zelinsky to white house was to behave like a high schooler bullying with all his coonin …
Truth be told ..Trump wants to be like Putin \n\nHe's kissing Putin's ass The only reason why he brought zelinsky to white house was to behave like a high schooler bullying with all his coonin minions \n He's made a mockery out of the presidency of America He's an ass licker for Putin and a buffoon.
Condemns Trump's character and behavior as morally wrong (ass-licker, buffoon, mockery), with some identity framing around presidential dignity.
@sensi37
Mar 4, 2025
TRUMP IS A LIAR AND A CRIMINAL. WHY DONT HE STOP THE GUNS FROM COMING INTO THE CARIBBEAN. HE HAS NO MORAL
TRUMP IS A LIAR AND A CRIMINAL. WHY DONT HE STOP THE GUNS FROM COMING INTO THE CARIBBEAN. HE HAS NO MORAL
Commenter appeals to moral principles (Trump's lack of morality) while critiquing his policy approach to gun violence.
@vivgooden2995
Mar 4, 2025
Trump....the Great Divider.\nCanada has been Americas ally through thick and thin for DECADES.\nNow he threatens his allies....but boy he respects his comrade eh?
Trump....the Great Divider.\nCanada has been Americas ally through thick and thin for DECADES.\nNow he threatens his allies....but boy he respects his comrade eh?
Appeals to fairness and loyalty, contrasting Canada's decades of alliance with Trump's divisive treatment while implying improper Russia relations.
@Norm_MacLeod
Mar 4, 2025
Hurting Canada means hurting yourself..
Hurting Canada means hurting yourself..
Appeals to shared interest and mutual harm principle as a moral argument against actions that would hurt Canada.
Moral Argument
0.75
@JustinOHare-x7w
Mar 4, 2025
America is getting what it asked for ??
America is getting what it asked for ??
Implies moral judgment that America is experiencing consequences for its own actions, framed as a justice-based argument.
Moral Argument
0.75
@marvellbgry
Mar 4, 2025
how he is condemning Putin but still supports Netanyahu ... make that make sense
how he is condemning Putin but still supports Netanyahu ... make that make sense
Points out perceived moral inconsistency in condemning one leader while supporting another.
Moral Argument
0.75
@MariamSaad-i7f
Mar 5, 2025
I detected NO LIES........... please don't say AMERICANS because all of us don't AGREE with the American dictator! So glad I BELIEVE IN GOD! everything this man said is CORRECT! GOD HELP US??
I detected NO LIES........... please don't say AMERICANS because all of us don't AGREE with the American dictator! So glad I BELIEVE IN GOD! everything this man said is CORRECT! GOD HELP US??
Appeals to truth and religious/ethical principles while distancing from broader American identity to support Canadian leader's statements.
@jarnettamcabee9632
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
More leader need to speak this frankly to Trump and call out his bs and out and out lies. Everyone one with a brain can see Trump is an crazy narcissist who knows nothing about …
More leader need to speak this frankly to Trump and call out his bs and out and out lies. Everyone one with a brain can see Trump is an crazy narcissist who knows nothing about running a country for the people and it’s best interest, or understands what tariffs actually are and how they work. Trump only sees what Trump can gain personal and for his rich buddies.
Appeals to ethical leadership and calls for others to speak out against Trump's behavior, framed as a moral imperative.
@debt1306
Mar 5, 2025
Disgusting and unexceptionable……….this CANADA.
Disgusting and unexceptionable……….this CANADA.
Expresses moral disapproval of current immigration situation in Canada with strong emotional language.
barbhamelin5758
Oct 4, 2025
trump is idiot
trump is idiot
Brief value judgment criticizing Trump's intelligence and fitness for leadership, expressing disapproval on character grounds.
Moral Argument
0.75
@peterli5032
Mar 4, 2025
Here are the only things Trump wants: Money, Power, Control, Absolute compliance, Adoration.
Here are the only things Trump wants: Money, Power, Control, Absolute compliance, Adoration.
Characterizes Trump's motivations as morally negative (greed, authoritarianism, narcissism).
Moral Argument
0.75
@Michael-h7y5k
Mar 5, 2025
It's astonishing how just one man can turn the whole world upside down. I don’t understand why people always have the tendency—despite being fully aware of the consequences of their choices—to still make the wrong …
It's astonishing how just one man can turn the whole world upside down. I don’t understand why people always have the tendency—despite being fully aware of the consequences of their choices—to still make the wrong ones. Perhaps it gives them a thrill… but they fail to realize that, in the end, they are the ones who have to face the consequences.
Philosophical reflection on human decision-making and consequences, expressing concern about leadership choices affecting global stability.
@Zamis0
Mar 4, 2025
Trump a smart guy? Uh, no.
Trump a smart guy? Uh, no.
Brief dismissal of Trump's intelligence, a value judgment rather than a factual claim.
Moral Argument
0.75
@walterwhite6074
Mar 4, 2025
It’s more and more embarrassing everyday…
It’s more and more embarrassing everyday…
Expresses shame and embarrassment about the government's immigration actions, appealing to national dignity.
JoeTome-x5q
Feb 18, 2026
CNN, why don’t you say openly that trump is an uneducated fool who does not know what he doing as president or how this world functions. And equally uneducated fools like Vance and Musk are …
CNN, why don’t you say openly that trump is an uneducated fool who does not know what he doing as president or how this world functions. And equally uneducated fools like Vance and Musk are not knowing how a country work let alone a big country like USA.
The comment critiques Trump, Vance, and Musk's competence and fitness for office using moral/ethical language about understanding governance.
@shamsali9903
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)