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
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
I did not sign up for this tariff wars, Trump did. Please......
I did not sign up for this tariff wars, Trump did. Please......
Appeals to fairness and personal agency, expressing that citizens should not bear consequences for Trump's policy decisions.
@terryroberson5336
Mar 4, 2025
Trump is an idiot he is spoiling things for himself
Trump is an idiot he is spoiling things for himself
Makes a moral judgment about Trump's character and fitness for office, framed as criticism of his personal qualities and impact on others.
Moral Argument
0.75
@sangeetanelson913
Mar 5, 2025
If u feel sorry for CANADA, Remember they support genocide in Palestine
If u feel sorry for CANADA, Remember they support genocide in Palestine
Counters sympathy for Canada by raising a moral concern about Canadian foreign policy regarding Palestine.
@F0000-g2d
Mar 5, 2025
Carney is a pos! I have nothing but bad thoughts for that human garbage he should be in prison for what he’s done to our country!
Carney is a pos! I have nothing but bad thoughts for that human garbage he should be in prison for what he’s done to our country!
Condemns a political figure with strong moral language about harm to the country.
teresawilson3893
Jan 3, 2026
US making humanity in chaos. Trump mind is very selfish.
US making humanity in chaos. Trump mind is very selfish.
Criticizes Trump's character as selfish and harmful to humanity, framing it as a moral failing.
@meyou1304
Mar 5, 2025
Not America, t rum p.....\n\nVery sad
Not America, t rum p.....\n\nVery sad
Distinguishes between America and Trump as separate entities, expressing moral disapproval with emotional tone.
@laracoffey9095
Mar 4, 2025
Brilliant from Trudeau ?? ?? hard but more than fair. A Russian backed Trump is a nightmare
Brilliant from Trudeau ?? ?? hard but more than fair. A Russian backed Trump is a nightmare
Praises Trudeau's speech as fair while making an unverified claim about Russian backing of Trump, combining moral approval with conspiracy assertion.
@christophCymru
Mar 5, 2025
Well, all Liberal voters deserve to be homeless and unemployed.
Well, all Liberal voters deserve to be homeless and unemployed.
Makes a harsh moral judgment wishing harm on a political group, framed as retributive justice.
Moral Argument
0.75
ToonieCollector
Jun 20, 2025
You can be nice on both sides, say nice things all day long. But when actions says other wise then it becomes a problem with any nation that promises peace, happy days, smiles and sunshine. …
You can be nice on both sides, say nice things all day long. But when actions says other wise then it becomes a problem with any nation that promises peace, happy days, smiles and sunshine. If any nation is going to do what they say then work together as a world not a different solar system.
Appeals to principles of integrity and consistency between words and actions in international relations.
@kentuckysurvival
Mar 4, 2025
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
To the American people, your government (especially TRUMP, ELON MUSK and GOP) has chosen to fck you
To the American people, your government (especially TRUMP, ELON MUSK and GOP) has chosen to fck you
The comment appeals to American citizens on ethical grounds, arguing their government has betrayed them through poor leadership decisions.
@eljover2012
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
Trump is ruining America and its allies……truly sad and then HE supports Putin who would in a second kill Trump and then brag about it.
Trump is ruining America and its allies……truly sad and then HE supports Putin who would in a second kill Trump and then brag about it.
Criticizes Trump's harm to America and allies while raising concerns about his relationship with Putin.
@charlespadilla1027
Mar 4, 2025
I don’t get! Why is that the immigrant community who becomes the grand majority always comes from a background where their country is in shambles and want to implement their rules on a country and …
I don’t get! Why is that the immigrant community who becomes the grand majority always comes from a background where their country is in shambles and want to implement their rules on a country and people who took them in ?! I truly don’t get it
Questions the fairness and ethics of immigrants implementing their cultural rules in their adopted country.
Blahhh-170
Jan 27, 2026
This is disgusting
This is disgusting
Brief moral condemnation without elaboration, expressing disapproval on ethical grounds.
Moral Argument
0.75
SamSam-qm1li
Jan 27, 2026
Trump is serving Putin and most Republicans just stand by complicit to his treason.
Trump is serving Putin and most Republicans just stand by complicit to his treason.
Makes an accusation of treason and complicity against Trump and Republicans, framed as a moral judgment.
@liberty_and_justice67
Mar 4, 2025
The American orange clown felon pscycho pig was voted to power by Americans.
The American orange clown felon pscycho pig was voted to power by Americans.
Condemns Trump through inflammatory language framing him as morally corrupt and dangerous, with identity-based framing of American voters.
@wiseview1444
Mar 4, 2025
You guys just complain too much about everything yall live in Canada everything is available around you but yet can't get it, what about the people in Gaza that is starving to death and Yemen …
You guys just complain too much about everything yall live in Canada everything is available around you but yet can't get it, what about the people in Gaza that is starving to death and Yemen and Sudan what they can say about it
Appeals to perspective and gratitude by comparing Canadian conditions to humanitarian crises elsewhere, implying moral judgment of complainers.
Abchdnd
Aug 25, 2025
What happened to trump?his turning their ally into an enemy?siding with the evil like putin?
What happened to trump?his turning their ally into an enemy?siding with the evil like putin?
Criticizes Trump for betraying allies and aligning with 'evil' actors, framing it as a moral failure and security threat.
@Observer82
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)