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
people who have not lived in India a day in their lives or atleast in a decade commenting on the political state of India is so absurd. India is known as the largest functional democracy …
people who have not lived in India a day in their lives or atleast in a decade commenting on the political state of India is so absurd. India is known as the largest functional democracy in the world for a reason.
Critiques diaspora commentary on India as illegitimate, appealing to lived experience and fairness in political discourse.
tushitakapoor6951
Jan 27, 2026
The only reason President Trump is ‘friendly’ with Russia is because he wants to stop the war. He does not want a WW3!
The only reason President Trump is ‘friendly’ with Russia is because he wants to stop the war. He does not want a WW3!
Defends Trump's Russia relations as morally justified to prevent war, appealing to humanitarian principles.
@juulclark2651
Mar 4, 2025
At one side a stateman and at the other side a serial pathological narcissistic
At one side a stateman and at the other side a serial pathological narcissistic
Compares two political figures using moral/character judgments (narcissism), framing one as ethically superior.
@juancarlosv5136
Mar 4, 2025
Canada is already stolen land, after wiping entire race of native American now sitting as a owner..!
Canada is already stolen land, after wiping entire race of native American now sitting as a owner..!
Invokes historical injustice (colonization of Indigenous peoples) to critique current immigration policy as morally inconsistent.
rahuldhiman3859
Feb 27, 2026
Rights and freedoms , this is an insult to the KINGs Law .
Rights and freedoms , this is an insult to the KINGs Law .
Appeals to constitutional rights and law as moral grounds for opposing current immigration policy.
sameeralijamal6932
Jan 20, 2026
Trump is a prostitute.
Trump is a prostitute.
Insult characterizing Trump as corrupt/immoral through metaphor, appealing to ethical judgment without substantive policy discussion.
Moral Argument
0.72
@MrJoeblofromidaho
Mar 4, 2025
Nobody engadges in more extortion then the government, it's the government's main racket.
Nobody engadges in more extortion then the government, it's the government's main racket.
Makes an ethical claim that government engages in systemic extortion as its primary function.
Moral Argument
0.72
@Jeffveldhuizen-l2q
Feb 19, 2026
this is racist you ass hole
this is racist you ass hole
Brief moral condemnation labeling content as racist without elaboration.
Moral Argument
0.72
kabagambetracy7503
Mar 2, 2026
Let us not forget this is everyone's earth largely divided by cultural resistance and disagreement.
Let us not forget this is everyone's earth largely divided by cultural resistance and disagreement.
Appeals to universal human values and shared planetary identity as a counterpoint to cultural division.
Moral Argument
0.72
Anxmxc
Feb 12, 2026
All the racist in one video and in comments so its more like racist meeting fuck you all jokers
All the racist in one video and in comments so its more like racist meeting fuck you all jokers
Condemns racism in the video and comments as ethically wrong, calling out commenters as 'jokers' for their positions.
AmuRandhawa77
Jan 28, 2026
People who let Putin and Trump come to power must be very proud of themselves.
People who let Putin and Trump come to power must be very proud of themselves.
Moral critique of those who enabled authoritarian leaders, appealing to accountability and shame.
@sofortwo
Mar 4, 2025
What has become of this world? call you a racist, but allow racist to hold parades in peoples neighborhoods.
What has become of this world? call you a racist, but allow racist to hold parades in peoples neighborhoods.
The comment appeals to fairness and hypocrisy, arguing that accusations of racism are applied selectively while actual racism is tolerated.
markotambasco1979
Feb 27, 2026
Trump needs a mental help
Trump needs a mental help
Makes a dismissive personal attack framed as concern for mental health, functioning as moral criticism.
Moral Argument
0.72
@RaulRobillos
Mar 4, 2025
Trudeau never once mentioned how popular he is or how those before him were clueless or how disrespectful others are, he never mentioned that other countries have been taking Canada for a ride. This is …
Trudeau never once mentioned how popular he is or how those before him were clueless or how disrespectful others are, he never mentioned that other countries have been taking Canada for a ride. This is the art of the deal.
Praises Trudeau's diplomatic restraint and ethical approach ('art of the deal') in contrast to self-aggrandizing rhetoric.
@jacobite1017
Mar 4, 2025
A real leader No clowns ? like president Elon and vice president trump what a joke his going to sell the United States ?? of America to Russia ??
A real leader No clowns ? like president Elon and vice president trump what a joke his going to sell the United States ?? of America to Russia ??
Criticizes Trump and Elon Musk as unfit leaders while implicitly praising Canadian leadership as morally superior.
@1969fallen
Mar 4, 2025
Prime minister we know our leader(not) could care less about the citizens ofUS .it was all about staying out of jail period. We know if it comes out of his mouth it’s a lie. I …
Prime minister we know our leader(not) could care less about the citizens ofUS .it was all about staying out of jail period. We know if it comes out of his mouth it’s a lie. I apologize to your country. Would you like to annex California just asking only for four years.
American commenter expressing moral criticism of their own leader while offering apology and solidarity to Canada, with comparative framing about US governance.
@ChristineForster-m4m
Mar 4, 2025
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out …
Why Canadian is own country converting to hell and why indians can't live for own country he said india is vishwaguru today indian regime is hindu and Indians want to be hindu rashtra but out of India he likes democracy totally hypocrites...
Critiques perceived hypocrisy regarding democracy and national identity, framing it as a moral inconsistency.
Papajiaapke
Feb 17, 2026
Trump is not a smart man. In fact, he is one of the dumbest humans to walk the earth. Facts matter.
Trump is not a smart man. In fact, he is one of the dumbest humans to walk the earth. Facts matter.
Asserts Trump's intellectual inadequacy as a factual/moral judgment, appealing to standards of competence and truth.
Moral Argument
0.72
@jameswray2000
Mar 4, 2025
Well Donny is working for the Opponents, so you shouldn’t be surprised that the Traitor in the Oval Office is doing what he’s doin!
Well Donny is working for the Opponents, so you shouldn’t be surprised that the Traitor in the Oval Office is doing what he’s doin!
Accuses a political figure of betrayal and treason, framing it as a moral failing rather than policy disagreement.
@angiepapa1769
Mar 4, 2025
Lady Trudeu , you deserved this , Remember your actions in relations to India
Lady Trudeu , you deserved this , Remember your actions in relations to India
Suggests Trudeau deserves criticism based on past actions regarding India, invoking accountability and consequences for policy decisions.
@kkgupta6114
Mar 5, 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)