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
Put a convicted criminal as president, what could possibly go wrong?
Put a convicted criminal as president, what could possibly go wrong?
Rhetorical question highlighting the ethical problem of electing a convicted criminal, appealing to standards of fitness for office.
@kyojima7190
Mar 4, 2025
Fun fact the whites didnt come from here either.
Fun fact the whites didnt come from here either.
Uses historical fact about European settlement to challenge the legitimacy of exclusionary arguments against immigrants, appealing to fairness.
lilyandlou7669
Jan 27, 2026
White people claiming to be "Christian" but wanted to gatekeep their standard of living from poor people are going to hell. PeriodT.
White people claiming to be "Christian" but wanted to gatekeep their standard of living from poor people are going to hell. PeriodT.
Makes a moral/religious judgment about gatekeeping wealth and fairness, framed through identity-based criticism.
debussy842
Feb 14, 2026
That's why Africa in the past was a major civilization. Well it has nothing to do with western countries destroying and looting Africa for centuries.
That's why Africa in the past was a major civilization. Well it has nothing to do with western countries destroying and looting Africa for centuries.
Argues that Africa's decline is due to Western colonialism and exploitation rather than inherent factors, appealing to historical justice.
Captainjack1998
Mar 2, 2026
A cheater must be cheat in one way or other...you create a program,make its look so attractive and easy to take aways the best doctors,nurses and so on into your first world...you are taking best …
A cheater must be cheat in one way or other...you create a program,make its look so attractive and easy to take aways the best doctors,nurses and so on into your first world...you are taking best of them into your country both their natural resources god take bless them.
You too every good they have into your country america/Europe..you make their country look like ghetto and make yours look like paradise right ?so let me ask you this question please...isnt a crime for some living in ghetto later decide to live in paradise?go to India/africa all the best of the country have run to amarica and Europe...our police are corrupt..money made for their citizens to survive they will steal it hide it in western world,buying alot of properties all over the globe...
All this issue is what world leaders have to address without that immigration problem will never stop...until today i still believe the law of nature...nobody is illegal
Argues that wealthy nations' recruitment of talent from developing countries is morally equivalent to crime, invoking justice and fairness principles.
kingsleynjoku2833
Feb 15, 2026
Inmate 4547 and Russian ASSet 4547 is out of if his mind crazy. He is leading America into a dark abyss.\nHe's not normal. He's not even abnormal. He is mentally sick and incompetent and UNFIT …
Inmate 4547 and Russian ASSet 4547 is out of if his mind crazy. He is leading America into a dark abyss.\nHe's not normal. He's not even abnormal. He is mentally sick and incompetent and UNFIT to lead.\nHe must be removed via an Amendment 25. It's time America. 3:26
Strong moral condemnation of Trump as mentally unfit and dangerous, with explicit call for constitutional removal via Amendment 25.
@arthurr7866
Mar 4, 2025
One of the most coherent speaker in the world stage today. Not like orange head who just spews nonsense all the time.
One of the most coherent speaker in the world stage today. Not like orange head who just spews nonsense all the time.
Praises Trudeau's communication skills and coherence as a leader, contrasting favorably with Trump's rhetoric.
@hephaestuslakan3774
Mar 4, 2025
American people just know that Trump is not on your side. He is a dictator siding with Putin.
American people just know that Trump is not on your side. He is a dictator siding with Putin.
Makes a moral judgment about Trump's character (dictator, siding with Putin) and appeals to American awareness of his nature.
@DragonBreath-i5p
Mar 4, 2025
DT is a bully. Good for Canada.
DT is a bully. Good for Canada.
Characterizes Trump as a bully (moral judgment) while expressing support for Canada's position.
@LCG3003
Mar 4, 2025
It is regrettable that two countries with a historical background of friendship and brotherhood treat each other this way. How do China, Russia, and North Korea feel about it?
It is regrettable that two countries with a historical background of friendship and brotherhood treat each other this way. How do China, Russia, and North Korea feel about it?
Appeals to historical friendship and brotherhood as ethical grounds for criticizing current relations, with comparative reference to other nations.
@kouroshlakfard5706
Mar 4, 2025
Yes Donald is very dumb, he is nasty evil sycophantic person.
Yes Donald is very dumb, he is nasty evil sycophantic person.
Makes moral character judgments about Trump using terms like 'dumb,' 'nasty,' and 'evil' to appeal to ethical standards.
Moral Argument
0.80
@shoheli-k7n
Mar 4, 2025
Superb grown up speech. Compare this to the convicted felon in the WH and his ass licker Vance.
Superb grown up speech. Compare this to the convicted felon in the WH and his ass licker Vance.
Appeals to ethical standards by contrasting mature leadership with criminal conduct and disloyalty.
Moral Argument
0.80
@AnilPatel-tu2qj
Mar 4, 2025
Donald you're the most dumbnest and a disgrace to humanity
Donald you're the most dumbnest and a disgrace to humanity
Makes a moral judgment characterizing a political figure as shameful and harmful to humanity.
Moral Argument
0.80
@joycef9652
Mar 4, 2025
When are Americans going to see that Trump is Mentally ill, and needs to be replaced/impeach even a kid could have more sense than he does he is using The Fentanyl excuse to get money …
When are Americans going to see that Trump is Mentally ill, and needs to be replaced/impeach even a kid could have more sense than he does he is using The Fentanyl excuse to get money out of them for free, Canada, well done, I'm with you❤
Appeals to Trump's mental fitness and moral judgment while expressing support for Canada's position on ethical grounds.
@lourdesgarcia5601
Mar 4, 2025
He doesn’t deserve to be called president. I am glad he called him Donald.
He doesn’t deserve to be called president. I am glad he called him Donald.
Makes a judgment about Trump's legitimacy and worthiness of the presidential title based on moral/ethical grounds.
Moral Argument
0.80
@francesca7093
Mar 4, 2025
Anti-Trump and his regime of thug$.
Anti-Trump and his regime of thug$.
Condemns Trump and his administration on ethical grounds, characterizing them as illegitimate and harmful.
Moral Argument
0.80
@theperfectautumn8781
Mar 4, 2025
And the always forgotten native Americans?
And the always forgotten native Americans?
Raises a justice/fairness concern about Indigenous peoples being overlooked in immigration discourse.
MegalopsykhiaLIN
Jan 27, 2026
In 4 years this evil Donald Duck will leave Inshallah, people will be in peace than ❤
In 4 years this evil Donald Duck will leave Inshallah, people will be in peace than ❤
Expresses hope for Trump's departure and appeals to faith for peace, with implicit moral judgment.
@shoheli-k7n
Mar 4, 2025
Donald trump is trouble maker
Donald trump is trouble maker
Simple moral condemnation of Trump using evaluative language without specific policy critique.
Moral Argument
0.80
@rolfzZ5082
Mar 4, 2025
I love how he talks to us the American people and his people like intelligent adults an talks to Donald like a parent explaining to a kid.\nSad this is where we are.
I love how he talks to us the American people and his people like intelligent adults an talks to Donald like a parent explaining to a kid.\nSad this is where we are.
Praises respectful treatment of citizens and contrasts with condescending treatment of Trump, appealing to standards of dignity.
@ErinDeloris
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)