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
Absolute tragedy this stuff is taking place.
Absolute tragedy this stuff is taking place.
Expresses moral disapproval of immigration practices without elaborating specifics, framing the situation as a tragedy.
BehKett
Jan 27, 2026
Trudeau is wright,Trump is suppose to be and jail.?
Trudeau is wright,Trump is suppose to be and jail.?
Supports Trudeau's position and argues that Trump should face legal consequences, framing it as a justice issue.
@richardgagne8785
Mar 4, 2025
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Trump is a bully picking on the weakest countries and makes friends with dictators like he wants to be!
Critiques Trump's moral character (bullying, authoritarianism) while expressing concern about his geopolitical behavior.
@bmwbob51
Mar 4, 2025
The present-day immigration system = Slavery in the past. The only difference is that immigrants earn minimum pay nowadays vs slaves got free food scrap from their owners in the past.
The present-day immigration system = Slavery in the past. The only difference is that immigrants earn minimum pay nowadays vs slaves got free food scrap from their owners in the past.
Makes an extreme moral comparison between modern immigration and slavery, presenting an unverified claim about wage exploitation.
I.Am.a.Truth.Seeker
Jan 22, 2026
Will world media now start making a difference between “Trump” and “American People” like they do between “CCP” and “China”? I guess they should, lets not be unfair the other 50 percentage of Americans that …
Will world media now start making a difference between “Trump” and “American People” like they do between “CCP” and “China”? I guess they should, lets not be unfair the other 50 percentage of Americans that didn’t vote for Trump.
Appeals to fairness in media representation, distinguishing between political leaders and general populations.
@nononsense2731
Mar 4, 2025
Trump, Musk and the Republican Regime tanked the stock market, aligned with the enemy, and all our friends hate us. Thanks MAGA you’re the absolute worst!
Trump, Musk and the Republican Regime tanked the stock market, aligned with the enemy, and all our friends hate us. Thanks MAGA you’re the absolute worst!
Condemns Trump/MAGA as morally wrong while framing Canada as victim of external harm, blending moral judgment with identity-based us-vs-them framing.
@PacifierMediaNetwork
Mar 4, 2025
The PIG on the bike should learn about his ancestors and what they did to Canada when he talks about DIRTY
The PIG on the bike should learn about his ancestors and what they did to Canada when he talks about DIRTY
Appeals to historical injustices and moral accountability while using derogatory language and identity-based framing.
sb-gw2hs
Jan 27, 2026
Shame on Trump and his puppets!!!
Shame on Trump and his puppets!!!
Expresses moral condemnation of Trump and associates for perceived wrongdoing or betrayal.
Moral Argument
0.75
@MichelleMcFetridge
Mar 4, 2025
That white guy was racist to Africans
That white guy was racist to Africans
Makes a moral claim about racist behavior, appealing to fairness and ethical treatment.
Moral Argument
0.75
mickeyappiah-kubi9632
Jan 28, 2026
The white guy was insulting Africans😢
The white guy was insulting Africans😢
Expresses concern about discriminatory behavior toward Africans, appealing to fairness and against prejudice.
Moral Argument
0.75
AliSicey
Jan 28, 2026
why they dont say the same to Netanyahu as murderer?
why they dont say the same to Netanyahu as murderer?
Raises a moral/ethical inconsistency argument by comparing treatment of different political figures, questioning fairness in discourse.
@uthmaannamuthama5532
Mar 4, 2025
Donald doesn't want friends. He wants yes men.?
Donald doesn't want friends. He wants yes men.?
Critiques Trump's character and leadership style through an ethical lens, suggesting he values obedience over genuine relationships.
Moral Argument
0.75
@one4truth236
Mar 4, 2025
Trump is kissing Putin's ass. He want's to be seen as a tough dictator like Putin. Time to run the Natzis out of the WhiteHouse
Trump is kissing Putin's ass. He want's to be seen as a tough dictator like Putin. Time to run the Natzis out of the WhiteHouse
Condemns Trump's alignment with Putin as a betrayal of democratic values and characterizes him as a fascist threat.
@khealey2011
Mar 4, 2025
Doing the right thing isn't always the most popular thing to do.\nLeftards and msm were always going to continue their anti-Trump rhetoric no matter what.
Doing the right thing isn't always the most popular thing to do.\nLeftards and msm were always going to continue their anti-Trump rhetoric no matter what.
Appeals to doing 'the right thing' as a moral principle while framing political opponents as biased.
@garykain4448
Mar 4, 2025
A América do Norte considera grande parte do mundo como inimigos, quando os demais países querem apenas sobreviver e prosperar assim como eles. Enquanto não entenderem isto e se comportarem como uma gangue estarão sempre …
A América do Norte considera grande parte do mundo como inimigos, quando os demais países querem apenas sobreviver e prosperar assim como eles. Enquanto não entenderem isto e se comportarem como uma gangue estarão sempre gastando dinheiro e energia pra combater seus próprios fantasmas.
Critique of North American foreign policy from ethical perspective, comparing approaches to international relations.
@msmello56
Mar 4, 2025
How is the U.S. not any better than Russia!? And how is your Orange warlord not any better than Putin!?! When tRump is pulling tactics straight out of Putins playbook!? He is cozying up and …
How is the U.S. not any better than Russia!? And how is your Orange warlord not any better than Putin!?! When tRump is pulling tactics straight out of Putins playbook!? He is cozying up and taking the side of dictators and threatening Canada and other countries the same way that Putin did to Ukraine, and then wonder why relations have gone down hill so fast!!??
Appeals to ethical concerns about authoritarianism and threats to democratic allies, comparing Trump's tactics to Putin's aggression.
@christinasmith4072
Mar 4, 2025
We apologize to Canada for our third rate education system that produces morons who don’t understand fear-based politics are rarely backed by facts. Use the right buzz words, crime/drugs/money and the sheep will line up …
We apologize to Canada for our third rate education system that produces morons who don’t understand fear-based politics are rarely backed by facts. Use the right buzz words, crime/drugs/money and the sheep will line up every time, guaranteed.
An American commenter apologizes for US education failures and critiques fear-based political manipulation as ethically problematic.
@chrislane5677
Mar 4, 2025
I'm an indian even i don't want any foreigner to overpopulate or change the natives and foreigner ratio of my country then why would other countries like that its a valid dislike for indians out …
I'm an indian even i don't want any foreigner to overpopulate or change the natives and foreigner ratio of my country then why would other countries like that its a valid dislike for indians out there.
Appeals to fairness and reciprocity—arguing that if Indians don't want overpopulation in their country, other nations shouldn't either.
benhurekka8686
Feb 9, 2026
When you choose felony as a leader that’s what happens
When you choose felony as a leader that’s what happens
Moral critique of Trump's criminal record as disqualifying for leadership; frames character as central issue.
@jessysaini883
Mar 4, 2025
Piss tape president is killing America
Piss tape president is killing America
Uses inflammatory language to make ethical critique of Trump's character and alleged destructive impact.
@JayTwot-vo8xt
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)