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
You just CAN'T bargin with the devil!
You just CAN'T bargin with the devil!
Moral judgment using metaphorical language about negotiating with an untrustworthy actor.
Moral Argument
0.75
@2326TOM
Mar 4, 2025
Remember, lunatic MAGA voters voted for this. They were told this would happen and they refused to listen. Bunch of bigoted racist hateful assholes who ruined the American economy and its trade relations with its …
Remember, lunatic MAGA voters voted for this. They were told this would happen and they refused to listen. Bunch of bigoted racist hateful assholes who ruined the American economy and its trade relations with its allies. Just know that tariffs are the least of your problems. The sentiment from across all American “former” allies is to completely boycott American goods and services. And that is not going away regardless of whether tariffs on either side are dropped. You want fascism, good for you. The rest of then sane west ain’t with you. Get rid of your pro Putin fascist Nazi saluting government, then we might be open for negotiations.
Strong moral condemnation of voters and government using ethical language (fascism, bigotry) combined with us-vs-them framing.
@Thelma7361
Mar 4, 2025
Pauvre connard de quoi tu te mêles laisse les gens vivres tranquille
Pauvre connard de quoi tu te mêles laisse les gens vivres tranquille
French-language comment appeals to live-and-let-live principle, criticizing the video creator's intervention in others' affairs.
Moral Argument
0.75
hazidane4035
Jan 27, 2026
America working with Russia and Putin is diabolical
America working with Russia and Putin is diabolical
Expresses moral condemnation of US-Russia cooperation using strong ethical language ('diabolical').
@hieeih6468
Mar 4, 2025
He's a criminal! A fake! He has no business being at white house, especially elon! He was not elected!
He's a criminal! A fake! He has no business being at white house, especially elon! He was not elected!
Makes moral accusations of criminality and illegitimacy against political figures.
@geminimex1
Mar 4, 2025
It is so weird to be impressed by normal behaviour and conduct! The felon rapist occupying the White House sure has changed the world. Mind boggling how stupid the US citizens really are for electing …
It is so weird to be impressed by normal behaviour and conduct! The felon rapist occupying the White House sure has changed the world. Mind boggling how stupid the US citizens really are for electing him. USA should truly be renamed: Dumbfuckistan! (Worst of luck to you in the future siding with North Korea, Russia and Hungary.... you know -The shit hole countries).
Makes sweeping moral condemnations of US citizens and leadership, framing the US as morally inferior to allied nations.
@heppo6
Mar 5, 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
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
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
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
That white guy with bike hating all Africans can go suck dick.stipid racist. Na thunder go fire you.
That white guy with bike hating all Africans can go suck dick.stipid racist. Na thunder go fire you.
Condemns racism and calls out a specific commenter's bigotry, combining ethical judgment with reference to other commenters.
omololatomikeakinribide8542
Jan 27, 2026
What a joke. Immigration is not an invasion
What a joke. Immigration is not an invasion
Rejects the 'invasion' framing as morally wrong, implicitly defending immigrants against dehumanizing language.
edwilkinson1760
Jan 27, 2026
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
Africans, hates the illiterate white Canadian too! His ignorance statements are very shameful.
Africans, hates the illiterate white Canadian too! His ignorance statements are very shameful.
Criticizes the speaker's ignorant statements about Africans as shameful, appealing to ethical standards of discourse.
stedoffor4897
Mar 2, 2026
the worst part of this show “commercial war” is that voters in USA are the ones who elected for trump & nazi’s psychopaths!! to feed their love to racism, they are sick & blind…. So …
the worst part of this show “commercial war” is that voters in USA are the ones who elected for trump & nazi’s psychopaths!! to feed their love to racism, they are sick & blind…. So does not matter what explanation you have to show how wrong they are, nothing works in sick twisted minds of nazis, they are fed with vile & hate , they don’t care if they look bad, of if they sink their own country with them.
Condemns Trump voters as morally corrupt ('nazis,' 'racism,' 'hate') while expressing alarm about the country's trajectory.
@pmm2806
Mar 4, 2025
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 don’t like Justin but good on him .
I don’t like Justin but good on him .
Expresses qualified approval of a political figure's action despite personal dislike, suggesting an ethical judgment that the action is right regardless of the actor.
Moral Argument
0.75
@sureyyaekinci4630
Mar 5, 2025
Why is Trump doing this to our closest ally? It’s sad
Why is Trump doing this to our closest ally? It’s sad
Expresses ethical concern about harm to an ally, framed as a moral judgment about Trump's actions.
@raenaj4749
Mar 4, 2025
That is one racist scumbag. He doesn't seem too smart himself.
That is one racist scumbag. He doesn't seem too smart himself.
Condemns someone's behavior as racist and morally wrong, appealing to ethical principles.
Moral Argument
0.75
dennismorgan2408
Feb 28, 2026
On behalf of all Africans please leave us alone with our low level of intelligence, of course we have had people from here committing crimes but crime does not have race. Rape is a very …
On behalf of all Africans please leave us alone with our low level of intelligence, of course we have had people from here committing crimes but crime does not have race. Rape is a very punishable offense out here and you can be in prison for 14 years if convicted. Those who have committed crimes should be arrested at first sight and deported, wondering if Brian Redding was African looking at the magnitude of his crimes, however you welcome to visit here as we dont discriminate. 😂
Defends African people against stereotyping while advocating for fair treatment and deportation of criminals.
trucksnloads5948
Jan 28, 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)