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
Making an enemy of Trump is not going to work. Trudeau has no way of knowing who is coming here illegally. Our border is far too gigantic and mostly unguarded. Secure the border and Trump …
Making an enemy of Trump is not going to work. Trudeau has no way of knowing who is coming here illegally. Our border is far too gigantic and mostly unguarded. Secure the border and Trump will back off. Your second choice will be 3rd world war. If you think Putin is going to go backwards on this you are mistaken. The Russians have invested the lives of thousands of their children so far. You don't seem to understand how dangerous a game you are playing. You are naive Trudeau and leading us to the brink of hell.
Critiques border security policy and Trudeau's approach while expressing existential threat concerns about geopolitical conflict.
@pammcisaac5516
Mar 4, 2025
Stop saying the U.S. It's Donald Trump. This didn't happen under Biden, or Clinton or Obama. NAFTA. Trump is the FAULT.
Stop saying the U.S. It's Donald Trump. This didn't happen under Biden, or Clinton or Obama. NAFTA. Trump is the FAULT.
Critiques U.S. policy by attributing blame to Trump specifically and contrasting with previous administrations, framing the issue as policy-driven rather than systemic.
@williammccarthy7187
Mar 4, 2025
Thats because Trudeau put us there
Thats because Trudeau put us there
Blames Trudeau for Canada's current situation, critiquing government leadership and policy decisions.
Policy Critique
0.85
@debbiepoulter2536
Mar 4, 2025
Idiotic move by USA
Idiotic move by USA
Brief criticism of a policy decision without elaboration or specific reasoning.
Policy Critique
0.85
@favouritearchi3228
Mar 4, 2025
I'm canadian and trudolf is a piece of ?.The corrupt liberals have destroyed Canada not trumps tariffs. If the tariffs are not bad enough this corrupt liberal reciprocal tariffs are going to destroy us even …
I'm canadian and trudolf is a piece of ?.The corrupt liberals have destroyed Canada not trumps tariffs. If the tariffs are not bad enough this corrupt liberal reciprocal tariffs are going to destroy us even more. This piece of garbage froze our bank accounts when we peacefully protested against his tyranny. Don't be fooled by this dictator. This is exactly what he wants it plays into the corrupt liberal agenda to make the people more dependent on the government. Trudolf is a lying piece of ?
Personal account of Canadian identity combined with extensive criticism of Trudeau's government policies and actions.
@Farmer-DMB
Mar 4, 2025
Ok, MAGAs, let’s hear your justification for Trump’s unprovoked trade war against our best friends. Please make it make sense.
Ok, MAGAs, let’s hear your justification for Trump’s unprovoked trade war against our best friends. Please make it make sense.
Challenges Trump's trade war policy as unjustified against a close ally, sarcastically inviting MAGA supporters to defend it.
@christine-y2w
Mar 4, 2025
I encourage consideration of the fact that demand for fentanyl in the US is high, hence its movement into the country. What efforts have the US government made to dampen this seemingly insatiable demand?
I encourage consideration of the fact that demand for fentanyl in the US is high, hence its movement into the country. What efforts have the US government made to dampen this seemingly insatiable demand?
Critiques US government drug policy by questioning what efforts have been made to reduce fentanyl demand, framed as a comparative policy analysis.
@dreidhere
Mar 4, 2025
What tRump is doing has nothing to do with National Security or Trade policies … it’s more to do with rocking the boat to get all focus and attention, he’s a very sick man who …
What tRump is doing has nothing to do with National Security or Trade policies … it’s more to do with rocking the boat to get all focus and attention, he’s a very sick man who surrounds himself with lots of sick people!\nThe big losers in the aftermath are us
Critiques Trump's motives and governance style as performative and harmful, arguing his actions lack legitimate policy justification.
@sitran3452
Mar 4, 2025
TELL OUR CORRUPT LEADER HIS DAYS ARE OVER. HE HAS RAN OUR COUNTRY INTO THE DIRT
TELL OUR CORRUPT LEADER HIS DAYS ARE OVER. HE HAS RAN OUR COUNTRY INTO THE DIRT
Criticizes Canadian leadership as corrupt and destructive, with an implicit call for removal or change.
@earlmcintosh8520
Mar 4, 2025
The irony is, Canada will take measures to address the cost of living. The US will keep giving $$$$ to billionaires. Trump/ Republican's do not care about everyday people.
The irony is, Canada will take measures to address the cost of living. The US will keep giving $$$$ to billionaires. Trump/ Republican's do not care about everyday people.
Contrasts Canadian and US policy approaches to cost of living, criticizing Republican priorities toward billionaires.
@chrysallis317
Mar 4, 2025
This coming from the guy that froze the truckers bank accounts and has acted like a dictator for years. All you had to do Canada is secure your border and pay your fair share into …
This coming from the guy that froze the truckers bank accounts and has acted like a dictator for years. All you had to do Canada is secure your border and pay your fair share into NATO. You didn’t……
Criticizes Trudeau's governance (freezing bank accounts, authoritarian behavior) and policy failures (border security, NATO spending).
@damiainbrown
Mar 4, 2025
Trudeau being a genuine pm? make that make sense
Trudeau being a genuine pm? make that make sense
Sarcastically questions Trudeau's authenticity as a prime minister, critiquing his leadership.
Policy Critique
0.85
@bleachmeout6962
Mar 4, 2025
Im tired of this useless pos running Canada into the dirt.
Im tired of this useless pos running Canada into the dirt.
Criticizes Trudeau's leadership and governance, claiming he is damaging Canada through poor policy decisions.
Policy Critique
0.85
@FErdr20
Mar 4, 2025
The American people hired Trump to do exactly what he’s doing. Tired of being the world’s bank. Trudeau DO NOT LECTURE AMERICANS. You need to address your own citizens. You’ve destroyed Canada. You should resign. …
The American people hired Trump to do exactly what he’s doing. Tired of being the world’s bank. Trudeau DO NOT LECTURE AMERICANS. You need to address your own citizens. You’ve destroyed Canada. You should resign. You’re a commie. Just like your daddy Castro.
Primarily critiques Trudeau's policies and governance record while asserting Canadian identity concerns and comparing to American leadership.
@robinphelan1039
Mar 4, 2025
It’s what happens when you an erratic president
It’s what happens when you an erratic president
Criticizes presidential leadership and decision-making as erratic and problematic.
Policy Critique
0.85
@showman1438
Mar 4, 2025
Dumb stupid trade war. Never forget, Trump started it! Regardless of what maga will say in the next few weeks. ?
Dumb stupid trade war. Never forget, Trump started it! Regardless of what maga will say in the next few weeks. ?
Criticizes trade war policy and attributes responsibility to Trump, rejecting anticipated counter-narratives.
Policy Critique
0.85
@petercholmondeley5083
Mar 4, 2025
What happened to drill baby drill? I have no faith in Trump now, and I think he is a liar. He got money, and he didn't care about the poor.
What happened to drill baby drill? I have no faith in Trump now, and I think he is a liar. He got money, and he didn't care about the poor.
Criticizes Trump's policy promises and broken commitments while invoking moral concerns about neglecting the poor.
@StevenHer-sz1jb
Mar 4, 2025
Trudeau is the worst leader and has destroyed Canada. He can't leave soon enough.
Trudeau is the worst leader and has destroyed Canada. He can't leave soon enough.
Expresses criticism of Trudeau's leadership and governance without specific policy details, focusing on general disapproval of his tenure.
Policy Critique
0.85
@michaelsecretan1194
Mar 4, 2025
What about Canadian home builders who never built homes for customers who signed contracts that have been renting for years only to have the home builder request more money from them. Tell me how that …
What about Canadian home builders who never built homes for customers who signed contracts that have been renting for years only to have the home builder request more money from them. Tell me how that makes sense? What about consumer protection agencies? Are home builders immune from the economy? How is the government allowing this because he had a hospital built putting his name on it that it is sustained by property taxes. Who the hell wants this? Who is going to fix the families ruined by this garbage home builder?
Criticizes government regulation and consumer protection failures regarding home builders, framed as questions about accountability and fairness.
@Interesting-r1z
Mar 4, 2025
I am a Republican and sickend by this, our goverment are a bunch of yes men
I am a Republican and sickend by this, our goverment are a bunch of yes men
Combines personal identity claim (Republican) with criticism of government officials for lacking independence in decision-making.
@williamshaw1767
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)