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
Why isn't the world placing sanctions on the fascist anyway? Why let Trump hold the cards? Why do business with Adolf Hitler?
Why isn't the world placing sanctions on the fascist anyway? Why let Trump hold the cards? Why do business with Adolf Hitler?
Questions international sanctions policy and uses inflammatory moral language (fascist, Hitler comparison) to critique geopolitical decisions.
@stefantron5675
Mar 4, 2025
If you get detained in a detention center, too bad so sad. You know the risk but yet many are on the news outraged. As if they didn’t know it was always the possibility
If you get detained in a detention center, too bad so sad. You know the risk but yet many are on the news outraged. As if they didn’t know it was always the possibility
Argues that detained travelers bear responsibility for their own detention, invoking a moral principle of personal accountability.
Moral Argument
0.70
krism1815
Dec 8, 2025
putin terorist kiler
putin terorist kiler
Makes a moral condemnation of a foreign leader using strong ethical language (terrorist, killer).
Moral Argument
0.70
@hovakimmomjian7637
Mar 5, 2025
He says in Hinduism they do not negate anyone..., he thinks that the world does not know about the one and only one in the entire world," the Indian Caste System."
He says in Hinduism they do not negate anyone..., he thinks that the world does not know about the one and only one in the entire world," the Indian Caste System."
Critiques religious/cultural claims by pointing out the contradiction between stated Hindu principles and the caste system, appealing to fairness and accuracy.
sonilsahota7020
Dec 6, 2025
Their country, their rules.
Their country, their rules.
Appeals to national sovereignty and the principle that countries have the right to set their own rules.
thisispissingmeoffzz
Dec 8, 2025
Trump is a dictator
Trump is a dictator
Makes a moral judgment characterizing Trump as a dictator based on ethical principles.
Moral Argument
0.70
YOIVictorNikiforov2026
Dec 11, 2025
“For they sow the wind, and they shall reap the whirlwind.” Hosea 8:7 .
“For they sow the wind, and they shall reap the whirlwind.” Hosea 8:7 .
Biblical quote implying moral consequences ('reap what you sow'), suggesting ethical judgment about policy outcomes.
Moral Argument
0.70
@heiferTV
Mar 4, 2025
Isn't Homo sapiens originated from AFRICA?? Where are you from? Mars?
Isn't Homo sapiens originated from AFRICA??
Where are you from? Mars?
Rhetorical challenge questioning the commenter's origin claims, implying all humans share African ancestry and thus no one has exclusive claim to belonging.
muchmore9797
Jan 29, 2026
Allies doesn't mean that Canada will exploit USA through unfair trading practices ?????????❤️❤️❤️❤️????
Allies doesn't mean that Canada will exploit USA through unfair trading practices ?????????❤️❤️❤️❤️????
Questions whether allies should engage in unfair trading practices, appealing to fairness principles.
Moral Argument
0.70
@anitamondal7620
Mar 5, 2025
If you look up the definition of Sociopath in the dictionary you will find a picture of Trump beside it.
If you look up the definition of Sociopath in the dictionary you will find a picture of Trump beside it.
Character attack using a moral/psychological judgment (sociopath) rather than factual claim, framed as ethical critique.
Moral Argument
0.70
@Michael-h7y5k
Mar 5, 2025
Dictator ??????
Dictator ??????
A provocative accusation labeling a political figure as a dictator, combining moral condemnation with political critique.
@kenneth4934
Mar 4, 2025
They’ve voted for this moron so they deserve everything that comes to them
They’ve voted for this moron so they deserve everything that comes to them
Judgmental statement about voters deserving consequences, framing as moral accountability for electoral choice.
@puddinhehe859
Mar 5, 2025
Donald Trump is NOT sane, somebody please admit it, period.
Donald Trump is NOT sane, somebody please admit it, period.
Makes a moral judgment about Trump's sanity and appeals for acknowledgment, positioning this as an ethical issue.
@fabianomasterbianco
Mar 4, 2025
With friends like that who needs enemies
With friends like that who needs enemies
Cryptic comment suggesting betrayal or contradiction in alliances, implying ethical concerns about relationships and trust.
Moral Argument
0.70
@JenaveevJones
Mar 5, 2025
Good to know the “ True” face of Canadians….😢esp. the Man holding the bicycles. I shud repoert on wat he said… ???😢😢Canadian GOVT.
Good to know the “ True” face of Canadians….😢esp. the Man holding the bicycles. I shud repoert on wat he said… ???😢😢Canadian GOVT.
Criticizes perceived Canadian hostility toward immigrants as morally wrong while suggesting reporting action, blending ethical concern with activism.
smitharaghavan-t2z
Jan 29, 2026
It’s their countries right, the question for yourselves is worth the extra steps. Is worth being caged up at the whim of 1 person.
It’s their countries right, the question for yourselves is worth the extra steps. Is worth being caged up at the whim of 1 person.
Appeals to fairness and individual autonomy while critiquing the concentration of power in border enforcement decisions.
investined
Dec 10, 2025
I find it really confusing that any American thinks that dumping Canada as your friend and buddying up to Putin is a good thing.
I find it really confusing that any American thinks that dumping Canada as your friend and buddying up to Putin is a good thing.
Questions the logic and ethics of abandoning allies for authoritarian regimes, framing it as a moral/strategic failure.
@soobz
Mar 5, 2025
All i no this bunch silly ness donald trump calls. Self. A chtistsn well i no a born agsin christsn dont like all this back bitting all this drama donald trump need leave canidaians alobe …
All i no this bunch silly ness donald trump calls. Self. A chtistsn well i no a born agsin christsn dont like all this back bitting all this drama donald trump need leave canidaians alobe donald peaple voted on now. Seeing big muss take new from lalast time he jusy likes diss strucking donald trump had. Stop bullying peaple big bully dog and h
Expresses moral disapproval of Trump's behavior as bullying and unchristian, calling for him to stop and leave Canadians alone.
@VioletFriesen-v8y
Mar 5, 2025
Hes right trump is licking putins crack so hard, make it make sense.
Hes right trump is licking putins crack so hard, make it make sense.
Uses crude sarcasm to critique a political leader's foreign policy alignment, combining humor with an implicit moral judgment about inappropriate allegiance.
@smokeyyoung9670
Mar 4, 2025
It's unbelievable once upon a time. Muhammad Gaddafi used to be called mad Dog, but it seems to be a very old mad. Dog is causing poisonous ideas, bitting more than he can chew , …
It's unbelievable once upon a time. Muhammad Gaddafi used to be called mad Dog, but it seems to be a very old mad. Dog is causing poisonous ideas, bitting more than he can chew , and trump politics serve his big egos for the next 4 years, and he never stood up for peace ,he's a big bully, I hope the rest of the world can work together to show trump Canada, Europe and the rest of the world can thrive without America. Well said, priminister Trudo.
Appeals to ethics and peace, criticizes Trump's character and bullying, while expressing hope for international cooperation and solidarity.
@yohannesketema6907
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)