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
Search & Filter
Moral Argument
2,863 comments
Trump is so reckless.
Trump is so reckless.
Makes a value judgment about Trump's behavior as reckless, appealing to standards of responsible conduct.
Moral Argument
0.70
@cuticlecuddlester
Mar 4, 2025
La gente tiene derecho de buscar mejor beneficios. Tienen que aguantar vara esos blancos
La gente tiene derecho de buscar mejor beneficios. Tienen que aguantar vara esos blancos
Defends immigrants' right to seek better opportunities and critiques discrimination, appealing to fairness principles.
juanmolina2839
Feb 22, 2026
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The …
These racists cowards would rather stay silent and let their communities be overrun by muslim immigrants who forms gangs, deal drugs and groom poor young women, than live around and look at brown people. The guy who said he faced discrimination standing in a line while a lady was served first (lol) should know mostly Indians dont run butcher shops, those must be Pakistani or smth
Defends immigrants against racist characterizations while making unverified claims about criminal behavior.
Ryan_kc
Jan 27, 2026
This is literally genocide.
This is literally genocide.
Uses extreme moral language ('genocide') to characterize immigration policy, though the claim itself is hyperbolic rather than factual.
Rob-to4mu
Oct 2, 2025
Trump is a psycho. He is a Roy Cohn double.
Trump is a psycho. He is a Roy Cohn double.
Commenter makes a character judgment about Trump, comparing him to Roy Cohn as a moral critique.
Moral Argument
0.70
@JPVVeenendaal
Mar 4, 2025
The great mindset of western people....it's 2026 and here are people on this Earth still talking about white and black
The great mindset of western people....it's 2026 and here are people on this Earth still talking about white and black
Critiques continued racial categorization as ethically problematic in contemporary society.
Moral Argument
0.70
vpvpsilly2927
Feb 17, 2026
No wonder we don't have God's blessing all these fake Gods and idols everywhere!
No wonder we don't have God's blessing all these fake Gods and idols everywhere!
Appeals to religious/moral authority (God's blessing) to critique religious practices of immigrants, framing them as illegitimate.
cyndi2060
Jan 29, 2026
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
Trump is Not a very smart guy….
Trump is Not a very smart guy….
Makes a negative character judgment about a political figure's intelligence, implying unfitness for office.
Moral Argument
0.70
@tarakurkosky1028
Mar 4, 2025
Mr. Trudeau, don't waste time talking to Trump, no psychiatrist can help him or those who voted for him anymore.
Mr. Trudeau, don't waste time talking to Trump, no psychiatrist can help him or those who voted for him anymore.
Makes a moral judgment about Trump and his supporters, suggesting they are beyond help or reason.
Moral Argument
0.70
@ZamirHasko
Mar 4, 2025
greatest country on earth? that's questionable!!!!
greatest country on earth? that's questionable!!!!
Questions Canada's claim to being the greatest country, implicitly critiquing national identity and values.
arjunpardva
Jan 28, 2026
We also get Indians and Nepalese imigrants, and they are hard working and good people. They do jobs most of us would do for those money, the religion of peace that is the problem.
We also get Indians and Nepalese imigrants, and they are hard working and good people. They do jobs most of us would do for those money, the religion of peace that is the problem.
Praises immigrant work ethic while making a problematic generalization about religion, mixing solidarity with potential misinformation.
Pookytroll
Jan 27, 2026
Trump would never admit he's wrong or defeat .. he's only interested in being a dictator like his best friend Putting. Long live the rest of the world minus China as well.
Trump would never admit he's wrong or defeat .. he's only interested in being a dictator like his best friend Putting. Long live the rest of the world minus China as well.
Appeals to democratic values and warns of authoritarian threat, comparing Trump to Putin and framing his ambitions as contrary to American principles.
@ewengillies9826
Mar 4, 2025
Drump is dumb and will destroy the world cuz he knows nothing thinks bullying is strength lol ???
Drump is dumb and will destroy the world cuz he knows nothing thinks bullying is strength lol ???
Criticizes Trump's intelligence and leadership approach as dangerous while using sarcasm and humor to express contempt.
@HashameenPoliah
Mar 4, 2025
Trump has low self-esteem and wants to troll people and our allies by linking himself with the disagreeable Putin to shock the world!
Trump has low self-esteem and wants to troll people and our allies by linking himself with the disagreeable Putin to shock the world!
Psychologically characterizes Trump's behavior as attention-seeking and reckless, with concern about damage to alliances and international relations.
@butvang
Mar 4, 2025
Just one note it was going to be a GOLDEN AGE FOR ONE PERSON AND HIS RICHEST BILLIONAIRE FRIENDS AS THEY SCREWED THE REST OF THE AMERICAS AND OUR FRIENDS TO THE NORTH SND SOUTH …
Just one note it was going to be a GOLDEN AGE FOR ONE PERSON AND HIS RICHEST BILLIONAIRE FRIENDS AS THEY SCREWED THE REST OF THE AMERICAS AND OUR FRIENDS TO THE NORTH SND SOUTH .
Critiques Trump's policies as benefiting the wealthy while harming others, combining moral judgment with economic concern.
@kathyhathaway8823
Mar 4, 2025
So disguting
So disguting
Brief expression of moral disapproval ('disgusting') without elaboration, indicating ethical judgment.
Moral Argument
0.70
AiAi-cj5xx
Jan 2, 2026
Hey Taylor I know your trying to save your country s culture way of living and so much good things but you don't have right to misinformation about Indian what we do with you we …
Hey Taylor I know your trying to save your country s culture way of living and so much good things but you don't have right to misinformation about Indian what we do with you we are hard working not to capture your country on more thing in your video some scenes about khalistani terrorist 😮 1:21 1:21
Defends Indian immigrants' character and work ethic while accusing the creator of misrepresentation and misinformation, appealing to fairness and respect.
Diwakarranaedix
Jan 29, 2026
All they want do is collect money they don’t care about ppl that poor that just tryn make them self richer
All they want do is collect money they don’t care about ppl that poor that just tryn make them self richer
Criticizes authorities for prioritizing wealth over helping poor people, appealing to fairness and compassion.
@Galaxtic-b1
Mar 4, 2025
Diversity isn't always a good thing...
Diversity isn't always a good thing...
Makes a value judgment about diversity as an ethical or social principle without elaboration.
Moral Argument
0.68
redcanoe9810
Sep 29, 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)