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
Experiencing a loss of respect after discovering his racist approach.
Experiencing a loss of respect after discovering his racist approach.
Makes an ethical judgment about someone's racist behavior, expressing loss of respect based on moral principles.
R4rithu
Feb 6, 2026
Trump is so stupid and evil. This doesnt help ANYONE.
Trump is so stupid and evil. This doesnt help ANYONE.
Makes moral judgments about Trump's character (stupid, evil) and appeals to harm principle ('doesn't help ANYONE').
Moral Argument
0.75
@Zenpauly
Mar 4, 2025
Americans ignorantly voted for Trump. They should enjoy it.\n\nElection has consequences?
Americans ignorantly voted for Trump. They should enjoy it.\n\nElection has consequences?
Moral judgment about voter choice and consequences, with comparative framing between nations.
@mediabem247
Mar 4, 2025
Trump has made the US an economic terrorist!
Trump has made the US an economic terrorist!
Moral condemnation of US economic policy using charged language about threat and harm.
@timsecord8207
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 had always thought Americans prided themselves on being rugged individualists. I see many of you here would blame Canada, shirking responsibility for your shitty little life. \nIf you’ve been handed a raw deal it’s …
I had always thought Americans prided themselves on being rugged individualists. I see many of you here would blame Canada, shirking responsibility for your shitty little life. \nIf you’ve been handed a raw deal it’s your fault. Not Canadas. Grow a pair of nuts \nFO ??\n????
Makes a moral argument about personal responsibility and self-reliance, contrasting American individualism with blaming Canada for personal failures.
@stevestackpole6817
Mar 4, 2025
Europeans invaded a lot of countries back in their old times and looted all the resources like money and gold … now when karma hits back they cry like a dog …. Now many comment …
Europeans invaded a lot of countries back in their old times and looted all the resources like money and gold … now when karma hits back they cry like a dog …. Now many comment warriors will come with their inhumane racism but what I said is true
Commenter invokes historical injustice (European colonialism) as a moral argument about karma and fairness, framing current immigration through a justice lens.
sarathkm3686
Feb 16, 2026
To the racist man who said he hates all africans. Not all african are dumb. 8:18
To the racist man who said he hates all africans. Not all african are dumb. 8:18
Defends against racist generalizations by appealing to fairness and individual variation.
Moral Argument
0.75
Itzyaanyame
Feb 28, 2026
Western world destroys countries all around the world, then people complain they come in the western world to flee poverty
Western world destroys countries all around the world,
then people complain they come in the western world to flee poverty
Makes an ethical argument about Western responsibility for global instability, implying hypocrisy in blaming immigrants fleeing poverty.
nicoracien-Qc
Feb 7, 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
Trump is a global disaster
Trump is a global disaster
Broad value judgment characterizing Trump as a global threat, combining ethical critique with alarmism.
@pongokamerat8601
Mar 4, 2025
Hhmmmmm imagine how stopping Aid to Palestinians woman and children feel but you keep silent life is funny
Hhmmmmm imagine how stopping Aid to Palestinians woman and children feel but you keep silent life is funny
Appeals to fairness and hypocrisy by contrasting treatment of Palestinians with silence on other issues.
Moral Argument
0.75
@sugathestruggleisreal4603
Mar 4, 2025
Natural justice for the marginalized (and how) First Nations, Inuit and Metis being delivered in a microcosm ironically by homonymous people from a faraway land!!
Natural justice for the marginalized (and how) First Nations, Inuit and Metis being delivered in a microcosm ironically by homonymous people from a faraway land!!
Appeals to justice for marginalized Indigenous peoples, framing immigration as ironic reversal of historical injustice.
universalist77
Dec 25, 2025
Americans should be ashamed of themselves.
Americans should be ashamed of themselves.
Appeals to shame and moral judgment of Americans, framing their actions as ethically wrong.
@bipolar2guy
Mar 4, 2025
the karma or consequences of canada supported khalistani terrrorists
the karma or consequences of canada supported khalistani terrrorists
Invokes karma/consequences framing, suggesting Canada's immigration policies are retribution for supporting Khalistani movements.
slfcont
Feb 6, 2026
This is evil’s world and Donald Trump and his slaves are the Best examples of them!
This is evil’s world and Donald Trump and his slaves are the Best examples of them!
Uses moral language ('evil') to condemn Trump and associates, framing them as exemplars of wrongdoing without specific policy critique.
@caglarakturk6551
Mar 4, 2025
Karma is real man
Karma is real man
Invokes karma as a moral principle, suggesting consequences for wrongdoing, though context is unclear.
Moral Argument
0.75
Lunarvibes777
Jan 27, 2026
If You elect bully ,world will start going against you sooner or later
If You elect bully ,world will start going against you sooner or later
Warns that electing a 'bully' will result in international isolation, framing it as a moral/ethical consequence.
@muhammadsheheryar218
Mar 4, 2025
Twice in a week Trump is humiliated by a world leader, Trump thinking he can be a president of a country like the ceo of a corporation. He blackmails people offering them scraps from the …
Twice in a week Trump is humiliated by a world leader, Trump thinking he can be a president of a country like the ceo of a corporation. He blackmails people offering them scraps from the table of his last meal as if they should be thankful. How on gods earth did America vote this clown as it's leader. Putin has spent 3 years trying to get into Kiev and in a few weeks has managed to get into the Oval office of the Whitehouse. I sit here in the UK watching what is going on in America like many around the world cringing and at the same time laughing at how such a scumbag could achieve what he has done. Trump and his arse licking lapdog are making a laughing stock of the US and you seem helpless to stop the shitshow that is coming your way. I feel for you and hope his stupidity will lead to a very quick exit for the now most famous clown in the world.
UK perspective criticizing Trump's character and leadership ethics while comparing international perceptions of US credibility.
@FPL-LARD
Mar 4, 2025
India and Indians are a universe onto themselves. You really cannot stereotype or assume anything.
India and Indians are a universe onto themselves. You really cannot stereotype or assume anything.
Argues against stereotyping and generalizations about Indians, appealing to fairness and nuance.
Moral Argument
0.75
MMX-fh5tn
Feb 7, 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)