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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Policy Critique
5,980 comments
Seems to me, Trump's doing his best to make the US a weaker country
Seems to me, Trump's doing his best to make the US a weaker country
Evaluates Trump's policies as weakening the US, a critical assessment of governance approach.
Policy Critique
0.75
@trufan7358
Mar 4, 2025
I totally disagree with Trudeau. Trump is not a smart guy, he's a moron.
I totally disagree with Trudeau. Trump is not a smart guy, he's a moron.
Expresses disagreement with Trudeau's position and criticizes Trump's intelligence, framing a policy disagreement.
Policy Critique
0.75
@dexter726
Mar 4, 2025
This is because Trump is brainwashed by Musk who doesn't care for American.
This is because Trump is brainwashed by Musk who doesn't care for American.
Critiques Trump's policies by attributing them to Musk's influence, presenting an unverified causal claim.
@tslavens3092
Mar 4, 2025
As a India this look really bad man politicians are really bad what the hell man and the question is why?
As a India this look really bad man politicians are really bad what the hell man and the question is why?
Commenter identifies as Indian and criticizes politicians/policy, expressing frustration about governance.
Dream-xs4zd
Jan 30, 2026
On his way out and will do even more damage
On his way out and will do even more damage
Brief criticism of Trump's actions and predicted future damage, without elaboration.
Policy Critique
0.75
@acr5113
Mar 4, 2025
Talk tough and get re elected
Talk tough and get re elected
Cynical critique suggesting Trudeau adopts tough rhetoric merely for electoral advantage rather than genuine conviction.
Policy Critique
0.75
@carolinereidartist
Mar 4, 2025
This guy is full of crap. Canada already tariffs our crap
This guy is full of crap. Canada already tariffs our crap
Dismisses a speaker's credibility and critiques existing tariff policies as ineffective.
Policy Critique
0.75
@greentre2277
Mar 4, 2025
We should refine our own oil. Any American country accessing our resource should have to refine it here.
We should refine our own oil. Any American country accessing our resource should have to refine it here.
Proposes policy change regarding resource refinement and trade conditions with American countries.
@fancypantsism
Mar 4, 2025
You can runy country like a business and they can't do that rite
You can runy country like a business and they can't do that rite
Critiques the approach of running government like a business, questioning its feasibility.
Policy Critique
0.75
@TyronneWest
Mar 4, 2025
Hundreds? A drop in the bucket
Hundreds?
A drop in the bucket
Dismissive critique of government immigration numbers as insufficient or ineffective response.
Policy Critique
0.75
KayJay940
Feb 18, 2026
Well spoken. Trump is a fool
Well spoken. Trump is a fool
Praises the speaker while dismissing Trump as foolish, critiquing opposing leadership and policy approach.
Policy Critique
0.75
@peteryan1739
Mar 4, 2025
I feel sad for voters who believe all of theatrical acts that the gvts put onto the citizens. Wake up people you are in a Tom and Jerry show.
I feel sad for voters who believe all of theatrical acts that the gvts put onto the citizens. Wake up people you are in a Tom and Jerry show.
Criticizes government actions as theatrical deception while urging citizens to wake up and recognize the manipulation.
@Star-fc4ni
Mar 4, 2025
I used to think Trump was selectively mean, now I think he is simply mean.
I used to think Trump was selectively mean, now I think he is simply mean.
Personal observation evolving into criticism of Trump's character and behavior as a political leader.
@danielhama4558
Mar 4, 2025
Justin unfairly accused India of killing an Indian-origin man on Canadian soil. He provided no evidence. Now, he has lost the friendship of three large countries: the US, China, and India.
Justin unfairly accused India of killing an Indian-origin man on Canadian soil. He provided no evidence. Now, he has lost the friendship of three large countries: the US, China, and India.
Criticizes Trudeau's handling of India relations while claiming lack of evidence was provided (unverified assertion about the accusation).
@youtubeisjoke53
Mar 4, 2025
You clueless libs dont realize thatt Americas Hat already have high tariffs on the USA. Yet there are some Americans that stick up for this clown
You clueless libs dont realize thatt Americas Hat already have high tariffs on the USA. Yet there are some Americans that stick up for this clown
Critiques American policy and those who support it, with partisan language ('clueless libs') framing disagreement as identity-based.
@WarrenZane
Mar 4, 2025
It’s all about Power and Control with this so called leader we have in the US. I am ashamed of\nOur govt
It’s all about Power and Control with this so called leader we have in the US. I am ashamed of\nOur govt
Criticism of government leadership framed as concern about power and control, with expression of shame.
@marissagmz
Mar 4, 2025
Notice how Justin Trudeau dubs down his language when addressing Trump.
Notice how Justin Trudeau dubs down his language when addressing Trump.
Observes and critiques Trudeau's rhetorical strategy and diplomatic approach when dealing with Trump.
Policy Critique
0.75
@InverJaze
Mar 4, 2025
They have a vindictive president
They have a vindictive president
Characterizes executive leadership as vindictive, implying criticism of governance approach.
Policy Critique
0.75
@christopherclarke5086
Mar 4, 2025
trudeau call Putin a dictator, hey truedau your a dictator making canadfians pay more tax than USA and you buy anew 5M house in costa rica, your hyprocite, typicl liberal nonesense, why do you only …
trudeau call Putin a dictator, hey truedau your a dictator making canadfians pay more tax than USA and you buy anew 5M house in costa rica, your hyprocite, typicl liberal nonesense, why do you only pay 1% tax and your ceo shits and someone making minium wage pay 15%, you ##@@#@, GET RID of truedau, lock him uup next to the illegals migarnts he lets in the country and see if he lasts 1 day
Criticizes Trudeau's tax policy and immigration stance with unverified claims about personal wealth and tax rates, calling for his removal.
@linnpelzes6869
Mar 4, 2025
You're sounding scared Truedo. ? besides all that we see how you treat your people for simple things like praying. Drown in your misery and quit trying to get Americans on your side
You're sounding scared Truedo. ? besides all that we see how you treat your people for simple things like praying. Drown in your misery and quit trying to get Americans on your side
Criticizes government treatment of citizens and religious freedom, with dismissive tone toward leadership.
@Hyperbole3889
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)