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
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
Yes EVERYONE IN CANADA IS COSYING UP TO THE LYING MURDEROUS GENOCIDAL MANIC REGIME INSTALLED BY THE COMMONWEALTH OF BRITISH IMPERIAL DUCHEBAGS USA, CANADA, AUSTRALIA, NEW ZEALAND ETCETERA IN PALESTINE. SO FCU* YOU & YOUR …
Yes EVERYONE IN CANADA IS COSYING UP TO THE LYING MURDEROUS GENOCIDAL MANIC REGIME INSTALLED BY THE COMMONWEALTH OF BRITISH IMPERIAL DUCHEBAGS USA, CANADA, AUSTRALIA, NEW ZEALAND ETCETERA IN PALESTINE. SO FCU* YOU & YOUR HONESTY & POLITENESS ?
Accusation of complicity in genocide and imperialism, framing Canada's government as morally corrupt and aligned with harmful regimes.
@ZhZ653
Mar 4, 2025
Take care of yourselves first aesssole….
Take care of yourselves first aesssole….
Appeals to prioritizing domestic welfare and self-interest as an ethical principle, suggesting Canada should focus on its own citizens first.
Moral Argument
0.75
@sreekumar3503
Mar 4, 2025
ONLY 5% NATIVE AMERICANS LEFT 😂 ITS YOUR LAND
ONLY 5% NATIVE AMERICANS LEFT 😂 ITS YOUR LAND
Invokes historical injustice against Native Americans to argue Canada has no moral standing to restrict immigration.
OmSrivastava-q5i
Feb 12, 2026
Trump is a traitor and deserves the fate of traitors.
Trump is a traitor and deserves the fate of traitors.
Makes a moral judgment calling Trump a traitor and invoking justice/consequences based on ethical principles.
Moral Argument
0.75
@PaulSkuta
Mar 4, 2025
What a shame it should come to this, Trump and his puppets will get there comeuppance
What a shame it should come to this, Trump and his puppets will get there comeuppance
Appeals to justice/karma that Trump and associates will face consequences for their actions.
@christopherparcell6574
Mar 4, 2025
It’s more and more embarrassing everyday…
It’s more and more embarrassing everyday…
Expresses shame and embarrassment about the government's immigration actions, appealing to national dignity.
JoeTome-x5q
Feb 18, 2026
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that …
5:30 this dumb who ride cycle,said black people have low iq😂 but obama was president back then in usa ..what about that 😂 and king george what about that.. so in india we have that kinda people who say this things like thay bcuz they dont not inteligent enough and illitrate
Responds to a racist claim in the video by countering with historical examples, defending against discriminatory statements.
Wanderdust61
Feb 13, 2026
1:27 better future means a better future for Canada as well. You should contribute something back also.
1:27 better future means a better future for Canada as well. You should contribute something back also.
Appeals to fairness and reciprocal contribution while expressing support for immigrants building a better future.
VN-ux2ep
Feb 13, 2026
Facts aren’t racist!!
Facts aren’t racist!!
Asserts that factual claims about immigration are not inherently racist, defending the right to discuss data without moral condemnation.
Moral Argument
0.75
KenBoulter
Feb 27, 2026
trump is going to run america into the ground just like his casinos
trump is going to run america into the ground just like his casinos
Criticizes Trump's competence and judgment through a moral lens (comparing him to failed business ventures), expressing concern about his leadership.
@damage6836
Mar 4, 2025
I enjoy paying more for stuff because a convicted felon that has best friend ties to epstien who has scammed contractors out of money, because his companies have filed bankruptcy because he was more interested …
I enjoy paying more for stuff because a convicted felon that has best friend ties to epstien who has scammed contractors out of money, because his companies have filed bankruptcy because he was more interested in molesting little kids because he has shit on Americans and service members while not knowing a thing about running a country, a guy that's stolen military secrets and has raped women, little kids, and his magat followers. Iran will save usa from TrumPedophile
Commenter makes sweeping moral accusations against Trump (criminal behavior, sexual abuse) and expresses fear about his leadership.
@3120DownForce
Mar 4, 2025
Canada must pay the price of supporting the Demons called ''democrats''.
Canada must pay the price of supporting the Demons called ''democrats''.
Uses dehumanizing language ('Demons') to frame Democrats as morally corrupt, appealing to a moral judgment about political alignment.
@vvaloachi7263
Mar 4, 2025
That's what Narcissists do! They talk bullshit about everyone else to gaslight you until you have no friends are you are suspicious of everything and everyone that would tell you how messed up the Narc …
That's what Narcissists do! They talk bullshit about everyone else to gaslight you until you have no friends are you are suspicious of everything and everyone that would tell you how messed up the Narc Psychopath is.
Uses psychological analysis to critique narcissistic behavior as morally wrong and socially destructive.
@blackboxgoddess8747
Mar 4, 2025
How is it possible for man-made statues to be worshipped by people? Instead of worshipping the uncreated, one and only true God, the Creator of this universe and themselves, they worship idols!
How is it possible for man-made statues to be worshipped by people? Instead of worshipping the uncreated, one and only true God, the Creator of this universe and themselves, they worship idols!
Religious critique framed as moral argument about proper worship practices and cultural values.
shimos6308
Feb 6, 2026
This is racist
This is racist
Brief accusation of racism directed at the video content, framing it as ethically problematic.
Moral Argument
0.75
duarita694
Feb 14, 2026
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
but I don't understand you get the chance to live a better life somewhere else like you asked why make that place worse like the country you came from
Questions why immigrants would leave better opportunities elsewhere, implying a moral argument about responsibility not to degrade adopted countries.
jaydr6988
Feb 24, 2026
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
As an American I am deeply ashamed of the current administration; the greed, the ignorance & the blatant corruption. The GOP is the party of Putin.
Personal expression of shame about US administration's corruption and greed, framed as ethical critique of GOP governance.
@ashflash8067
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)