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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
Page 136 of 144
Watch your words hes avoiding a war
Watch your words hes avoiding a war
Appeals to restraint and peace-keeping as a moral principle, suggesting caution in language to avoid conflict.
@stephenmosher7242 Mar 4, 2025
Donald Trump is dumbest president ever
Donald Trump is dumbest president ever
Makes a value judgment criticizing Trump's competence and fitness for office as a moral/leadership failure.
@knahshal Mar 4, 2025
Donald Trump, the Manchurian candidate, truth always being more amazing than fiction. Is an elected President then the USA people deserves whatever happens for voting based on sympathy better than intelligence. Well done,
Donald Trump, the Manchurian candidate, truth always being more amazing than fiction. Is an elected President then the USA people deserves whatever happens for voting based on sympathy better than intelligence. Well done,
Comment makes moral judgments about Trump and American voters' intelligence and decision-making, framed as ethical critique.
@agueybana111 Mar 4, 2025
truly disgusting
truly disgusting
Brief moral condemnation without elaboration, expressing ethical disapproval of the video's content or immigration-related topic.
mirovii Oct 25, 2025
The USA prefers to act & think like a clueless inbred clown at the circus & our leaders tend to reflect that & take advantage of that going back as far as the Reagan era. …
The USA prefers to act & think like a clueless inbred clown at the circus & our leaders tend to reflect that & take advantage of that going back as far as the Reagan era. The majority of Americans revel in their ignorance & malevolence while callings themselves Christians.
Critiques American leadership and society through moral/ethical lens, condemning ignorance and hypocrisy while invoking religious values.
@oligarchy-usa Mar 4, 2025
Donal turumpun is very stupid American men no good for nothing why American people vote for crap welcome to America
Donal turumpun is very stupid American men no good for nothing why American people vote for crap welcome to America
Expresses moral disapproval of Trump and American voters through comparative criticism of American leadership.
@MiguelaVazquezruiz-l3h Mar 4, 2025
Trudeau what you're saying about Putin ain't good,President Putin works so hard to safeguard the rights of the weak and prevent them from exploitation by the strong in the society,on the other hand President Trump …
Trudeau what you're saying about Putin ain't good,President Putin works so hard to safeguard the rights of the weak and prevent them from exploitation by the strong in the society,on the other hand President Trump may have made a decision that doesn't suite you but that doesn't mean he's dumb, if his decision ain't favoring you simply sit done with him and converse to find a solution.Russia is not the enemy of America but the people who spread propagandas about Russia are the ones creating an imaginary enemy who in real sense is actually a friend.
Appeals to dialogue, understanding, and ethical treatment while comparing leaders and nations, defending Putin and Trump.
@FkenDmitry Mar 4, 2025
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
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.
@Michael-h7y5k Mar 5, 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
Who dont pay taxes shut the fuck up we dont live on over paid taxes grandpa
Who dont pay taxes shut the fuck up we dont live on over paid taxes grandpa
Appeals to fairness principle (tax contribution) to delegitimize critics' right to speak on immigration policy.
Carcare_taker Oct 5, 2025
America, you are an utter disgrace in the eyes of the free world.
America, you are an utter disgrace in the eyes of the free world.
Moral judgment of America's standing in the world, comparing its reputation to other nations.
@KALBRONN Mar 4, 2025
Ya you’re reasonable. Do we not remember COVID? We don’t need to hear from you. Ever!
Ya you’re reasonable. Do we not remember COVID? We don’t need to hear from you. Ever!
Appeals to past events (COVID) as moral justification for dismissing others' input, with dismissive tone.
@ronnedj Mar 4, 2025
This is just sickening no words ?
This is just sickening no words ?
Expresses moral disapproval ('sickening') of something in the video, though the specific target is unclear.
@patriciasmith9157 Mar 4, 2025
Trump is Disgusting
Trump is Disgusting
Brief moral condemnation of Trump using evaluative language without substantive argument.
@tinateixeira7118 Mar 4, 2025
They are wrong! trump NOT smart!!!! He is the stupidest idiot there is!!!???
They are wrong! trump NOT smart!!!! He is the stupidest idiot there is!!!???
Expresses moral judgment about Trump's character and fitness for office, though primarily emotional rather than substantive.
@willschultz5452 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
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.
@tarakurkosky1028 Mar 4, 2025
one big mistake from his speech. namely: trump is not smart. he is stupid. a narcissist who lies about everything. i realize he was being diplomatic but no one would call trump smart. trump is …
one big mistake from his speech. namely: trump is not smart. he is stupid. a narcissist who lies about everything. i realize he was being diplomatic but no one would call trump smart. trump is a moron. what else can describe a clown who goes bankrupt with a casino??
Makes character attacks on Trump (narcissist, liar, moron) as moral judgments rather than verifiable claims, with one specific claim about casino bankruptcy.
@PaulSmith-wz5kj Mar 4, 2025
Trump is a coward. He is scared shit of Putin.
Trump is a coward. He is scared shit of Putin.
Makes a character judgment about Trump's fear and moral weakness regarding Putin.
@popoymotmot Mar 4, 2025
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Category Distribution

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)