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
Trudeau get lost
Trudeau get lost
Brief dismissive statement expressing disapproval; minimal content but implies moral/political judgment.
Moral Argument
0.70
@okniv7235
Mar 4, 2025
We will get the recession we deserve.
We will get the recession we deserve.
Makes a moral judgment that economic consequences are deserved, appealing to fairness and consequences.
Moral Argument
0.70
@LonneLou
Mar 4, 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
1. So bad evil immigration law.
1. So bad evil immigration law.
Characterizes immigration law as morally wrong using evaluative language ('bad evil').
Moral Argument
0.70
BruceAndrews-h8d
Jan 6, 2026
So disguting
So disguting
Brief expression of moral disapproval ('disgusting') without elaboration, indicating ethical judgment.
Moral Argument
0.70
AiAi-cj5xx
Jan 2, 2026
Trump is the worst dictator in the US history and he is destroying our economy and democracy at the same time…
Trump is the worst dictator in the US history and he is destroying our economy and democracy at the same time…
Characterizes Trump as a dictator (moral/authoritarian critique) while also citing economic and democratic damage.
@robert-dr8569
Mar 4, 2025
Trudeau spoke the truth — except when he said Donald Trump is a smart man.\nDonald Trump is one of the dumbest people on earth. He only benefitted from being elected by even dumber people.
Trudeau spoke the truth — except when he said Donald Trump is a smart man.\nDonald Trump is one of the dumbest people on earth. He only benefitted from being elected by even dumber people.
Critiques Trump's intelligence and his supporters' judgment, framing the argument around competence and moral evaluation of leadership.
@GazilionPT
Mar 4, 2025
Prime Minister, I know you do not want to hurt the Americans. We have worked well together. I don't want President Zalensky harmed either or his country. I am sorry for all of us
Prime Minister, I know you do not want to hurt the Americans. We have worked well together. I don't want President Zalensky harmed either or his country. I am sorry for all of us
Appeals to shared values of friendship and non-harm, expressing concern for protecting allies and expressing regret for political divisions.
@carlirayech
Mar 4, 2025
You are completely right. Trump is Putin's whore.
You are completely right. Trump is Putin's whore.
Makes moral judgment about Trump's character and international relationships using inflammatory language.
Moral Argument
0.70
@RllngThndr
Mar 5, 2025
Trump needs to be in chains.
Trump needs to be in chains.
Makes a strong moral condemnation of Trump through a call for punitive action.
@alexanderpetrow8668
Mar 4, 2025
Brilliant speech
Brilliant speech
Brief positive evaluation of a speech using an ethical/quality judgment ('Brilliant'), though minimal elaboration limits confidence.
Moral Argument
0.70
@JillEason
Mar 4, 2025
Now, thats a leader ?
Now, thats a leader ?
The comment questions whether the prime minister qualifies as a leader, making an implicit moral or competency judgment about leadership qualities.
Moral Argument
0.70
@luiscarvalho396
Mar 4, 2025
A third party has put a curse on the liars all of them playing with peoples lives big man trump should have his fortune expropriated ...wont even come close to the loss of thecountry .....the …
A third party has put a curse on the liars all of them playing with peoples lives big man trump should have his fortune expropriated ...wont even come close to the loss of thecountry .....the ununited states
Appeals to justice and fairness regarding political leaders' accountability while expressing concern about national damage.
@alexp8157
Mar 4, 2025
Its not hard to believe. What do expect from an insane felon!!!!!!!
Its not hard to believe. What do expect from an insane felon!!!!!!!
Expresses moral judgment about Trump's character (calling him insane and a felon) as grounds for criticism.
Moral Argument
0.70
@ThomasPinter-vm8pl
Mar 4, 2025
Another idiot itching to spill someone else’s blood
Another idiot itching to spill someone else’s blood
Brief moral condemnation of someone as reckless and willing to cause harm, combining ethical judgment with threat perception.
@patricklavery5144
Mar 4, 2025
Sikh men should not be living dishonestly it's one of the Guru's Hukamnama!
Sikh men should not be living dishonestly it's one of the Guru's Hukamnama!
Appeals to religious/cultural principles (Guru's teachings) to critique behavior, framing it as a moral/ethical issue within Sikh identity.
SaintSoldiersofCentralFlorida
Jan 28, 2026
Can't wait for karma to hit him, his goons and worshippers.
Can't wait for karma to hit him, his goons and worshippers.
Expresses a moral judgment that justice/karma should punish a political figure and supporters.
@MadieJay-nw8gl
Mar 4, 2025
He doesn't talk shit when he is face to face
He doesn't talk shit when he is face to face
Makes a critical observation about Trudeau's behavior in direct confrontation, implying hypocrisy or lack of courage.
@donclifford2711
Mar 4, 2025
always remember: Living with white people is not human right.
always remember: Living with white people is not human right.
Statement asserting a moral principle about human rights and living conditions, with implicit critique of racial/ethnic segregation.
FreeMan4096
Jan 27, 2026
Friend do not cheat got be fair
Friend do not cheat got be fair
Appeals to fairness and ethical conduct in an ambiguous context.
Moral Argument
0.70
@alfonsoorozco2189
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)