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
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
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
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
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
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
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
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
if CBSA seizes anything its coming from the US what goes from Canada to the US is the USBC / CPB so US should fix their issues
if CBSA seizes anything its coming from the US what goes from Canada to the US is the USBC / CPB so US should fix their issues
Argues that US border agencies are responsible for seizures and should address their own issues, critiquing the framing of the problem.
@wesloucks3416
Mar 4, 2025
this guy bankrupted his own country and you all cheer him on ????
this guy bankrupted his own country and you all cheer him on ????
Criticizes the PM's economic management with an unsubstantiated claim about bankrupting the country, blending policy critique with an unverified assertion.
@Tonis197
Mar 4, 2025
You are talking about AI after removing Software engineers and Data Scientists from trades. WOW!!
You are talking about AI after removing Software engineers and Data Scientists from trades. WOW!!
Criticizes government policy for removing skilled workers from trades while simultaneously discussing AI, highlighting contradictory priorities.
Policy Critique
0.75
@honeykumar7681
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
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
TRUDEAU SHEECKING AS A ONE DICTATOR TALKING TO THE RUSIAN DICTATOR WOW !!!!
TRUDEAU SHEECKING AS A ONE DICTATOR TALKING TO THE RUSIAN DICTATOR WOW !!!!
Criticizes Trudeau's leadership and diplomatic approach, with inflammatory language suggesting authoritarian comparison.
@sonnyshook7981
Mar 4, 2025
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold …
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold shortly, we don't need what they have.
Criticizes media coverage and Canadian policy while asserting a nationalist position that Canada should distance itself from the US.
@TheSoaphippo
Mar 4, 2025
bro was turning canada into india now hes suddenly being nationalist what??
bro was turning canada into india now hes suddenly being nationalist what??
Criticizes perceived policy inconsistency regarding immigration and national identity, framing it as hypocritical shift.
@inefekt2.O
Mar 4, 2025
Good speech. Justin is now has a golden opportunity to revive his chances of getting re-elected. However he should keep of from extremists - Khalistanis, fundamentalists, Islamists etc
Good speech. Justin is now has a golden opportunity to revive his chances of getting re-elected. However he should keep of from extremists - Khalistanis, fundamentalists, Islamists etc
Commenter critiques Trudeau's political strategy while invoking identity-based concerns about 'extremists' from specific religious/ethnic groups.
@alexjacob1679
Mar 4, 2025
We know he's a liar. We know he's making up stupid stuff for reasons to convince people that it's true. But it is not true.
We know he's a liar. We know he's making up stupid stuff for reasons to convince people that it's true. But it is not true.
Accuses Trump of dishonesty and fabricating claims, blending criticism with assertions about his truthfulness.
@Love-k2h8h
Mar 4, 2025
I wish the news reporters would let us listen to what Trudeau is saying and stop interrupting and putting in their own 2 cents! Just let us listen to Trudeau's speech, and THEN throw in …
I wish the news reporters would let us listen to what Trudeau is saying and stop interrupting and putting in their own 2 cents! Just let us listen to Trudeau's speech, and THEN throw in your 2 cents.
Criticism of news media editorial practices and their interruption of political speech, advocating for unfiltered access to the Prime Minister's words.
@reha1066
Mar 4, 2025
I think MAGA is in the denial stage. There's no way they actually think Donald will help us.
I think MAGA is in the denial stage. There's no way they actually think Donald will help us.
Critiques MAGA supporters' expectations of Trump's effectiveness using psychological framing (denial stage).
@pinetrees92
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)