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
Now the tariffs is here,why you don’t cancel the army planes that cost us lots of money and go and fetch them somewhere else ,,,Darrell
Now the tariffs is here,why you don’t cancel the army planes that cost us lots of money and go and fetch them somewhere else ,,,Darrell
Critiques government spending priorities on military planes in context of tariff impacts, suggesting budget reallocation.
@jacinthelabrie6844
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
Anything is higher than zero
Anything is higher than zero
Implies current deportation numbers are inadequate, critiquing policy insufficiency.
Policy Critique
0.75
jonontube
Dec 25, 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
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
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
What a useless expert lol. It only applies for travelers that are staying more than 30 days.
What a useless expert lol. It only applies for travelers that are staying more than 30 days.
Dismisses an expert's credibility while questioning the scope of a policy rule, combining skepticism with clarification about applicability.
peterf4719
Dec 9, 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
He was absolutely right it’s not about fentanyl it’s just an excuse that Trump wants to use for his dumb ssa supporters
He was absolutely right it’s not about fentanyl it’s just an excuse that Trump wants to use for his dumb ssa supporters
Critiques Trump's use of fentanyl as an excuse while making an unverified claim about his motivations.
@antwayne92
Mar 4, 2025
He left out that Canada put tariffs on the USA which the USA responded to with 25% tariffs
He left out that Canada put tariffs on the USA which the USA responded to with 25% tariffs
Critiques the video for omitting Canada's tariff actions while presenting a specific factual claim about tariff rates.
@Sirwanks4lot
Mar 5, 2025
Canada, have you all forgotten what this joke did to your country? You should have shut the drug run down and the sex trafficking a long time ago. Dont be surprised if his name doesn't …
Canada, have you all forgotten what this joke did to your country? You should have shut the drug run down and the sex trafficking a long time ago. Dont be surprised if his name doesn't show up on the LIST.
Criticizes government inaction on drug trafficking and sex trafficking, with vague insinuation about criminal involvement ('LIST').
@stardustbadger7993
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
Bavarian conservative; by all respect but do you really think it’s the right time for being smug Mr. Trudeau? Honestly i can feel desperate vibes over to me.\nEveryone should be reasonable now and get his …
Bavarian conservative; by all respect but do you really think it’s the right time for being smug Mr. Trudeau? Honestly i can feel desperate vibes over to me.\nEveryone should be reasonable now and get his numbers right.
Commenter criticizes Trudeau's approach and tone during a crisis, framing it as inappropriate timing and poor leadership, with a hint of national/cultural positioning as a 'Bavarian conservative.'
@maxbachmaier6644
Mar 4, 2025
It’s not escalation it’s reaction.
It’s not escalation it’s reaction.
Disputes characterization of government action as escalation, reframing it as a justified response to prior actions.
Policy Critique
0.75
@dwvw
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
There is a selection process in our immigration and this is full of misinformation. Canada is about immigration. Who are these people complaining.
There is a selection process in our immigration and this is full of misinformation. Canada is about immigration. Who are these people complaining.
Defends Canada's immigration selection process and criticizes the video for spreading misinformation while affirming Canada's pro-immigration stance.
laurentbeaulieu4443
Sep 19, 2025
Right! This is getting more and more absurd
Right! This is getting more and more absurd
Brief expression of disapproval toward current policies or situations described as absurd.
Policy Critique
0.75
@yohannugraha2869
Mar 5, 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
It's interesting he didn't mention anything about the 232 Canadian Tariffs to US Goods already in place for years on things such as Steel, Aluminum, and a slew of household goods and appliances. Weird.
It's interesting he didn't mention anything about the 232 Canadian Tariffs to US Goods already in place for years on things such as Steel, Aluminum, and a slew of household goods and appliances. Weird.
Critiques the video/speaker for omitting information about Canadian tariffs, with specific but unverified claims about tariff numbers.
@thomaslange2262
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
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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