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
Vance is a Nasty Nazi with only self enrichment in mind
Vance is a Nasty Nazi with only self enrichment in mind
Makes a moral judgment characterizing a political figure as corrupt and self-serving.
@oceansailorboy
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
Because the ill-mannered, impudent, stupid Donald has pissed everyone off. With his Nazi friends.
Because the ill-mannered, impudent, stupid Donald has pissed everyone off. With his Nazi friends.
Criticizes a political figure using moral language (Nazi comparison) and appeals to ethical judgment.
@m.d.8769
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
That fella acting like r**e isnt also apart of the Indian community
That fella acting like r**e isnt also apart of the Indian community
Comment challenges a perceived double standard by pointing out that crime exists across communities, making an argument about fairness and representation.
madi7740
Jan 28, 2026
It's unbelievable once upon a time. Muhammad Gaddafi used to be called mad Dog, but it seems to be a very old mad. Dog is causing poisonous ideas, bitting more than he can chew , …
It's unbelievable once upon a time. Muhammad Gaddafi used to be called mad Dog, but it seems to be a very old mad. Dog is causing poisonous ideas, bitting more than he can chew , and trump politics serve his big egos for the next 4 years, and he never stood up for peace ,he's a big bully, I hope the rest of the world can work together to show trump Canada, Europe and the rest of the world can thrive without America. Well said, priminister Trudo.
Appeals to ethics and peace, criticizes Trump's character and bullying, while expressing hope for international cooperation and solidarity.
@yohannesketema6907
Mar 4, 2025
Well to tell you about Trump Jesus insane as it can be the US trust him and American people want him out of office
Well to tell you about Trump Jesus insane as it can be the US trust him and American people want him out of office
Criticizes Trump as unfit and expresses that Americans want him removed, framing this as a moral/political judgment.
@margamckie1984
Mar 4, 2025
Hard to see the good in any of this.
Hard to see the good in any of this.
Expresses ethical pessimism about the situation without specifying particular policy or factual claims.
Moral Argument
0.70
@johng635
Mar 4, 2025
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
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
Justin you realize this is all Trump wanted? You to get off your butt and be an ally like we need when youre the trade country that is our ally. You stepped up finally, goodjob
Justin you realize this is all Trump wanted? You to get off your butt and be an ally like we need when youre the trade country that is our ally. You stepped up finally, goodjob
Appeals to duty and alliance responsibility ('be an ally like we need'), praising Trudeau for stepping up to meet obligations.
@Brian-Sky
Mar 4, 2025
Donald can live on his fancy gold toilet and he shits out the every day taxpayers that are trying support their families
Donald can live on his fancy gold toilet and he shits out the every day taxpayers that are trying support their families
Critiques Trump's wealth and perceived indifference to working-class Americans on ethical grounds.
Moral Argument
0.70
@gretaherron9471
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
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
I disagree with Trudeau on one thing he said, Donald is not a smart guy.
I disagree with Trudeau on one thing he said, Donald is not a smart guy.
Disagrees with Trudeau's characterization of Trump's intelligence, making a value judgment about Trump's cognitive capacity.
Moral Argument
0.70
@trinad8360
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
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
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
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.
Moral Argument
0.70
@knahshal
Mar 4, 2025
Good luck American, MAGA don't care what their GOD is doing
Good luck American, MAGA don't care what their GOD is doing
Critique of Trump/MAGA movement's indifference to Canadian concerns, implying moral judgment about political priorities.
@Kingleonidasofgreece
Mar 4, 2025
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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)