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
Policy Critique
5,980 comments
How u start a trade war with ur direct neighbors? Crazy move
How u start a trade war with ur direct neighbors? Crazy move
Questions the logic of initiating a trade war with neighboring countries, critiquing the strategic decision.
Policy Critique
0.85
@Blockbussaz
Mar 4, 2025
All Trudeau has to do is drop the existing tariffs on the USA and each sides tariffs go to zero
All Trudeau has to do is drop the existing tariffs on the USA and each sides tariffs go to zero
Offers a specific policy solution to resolve the tariff dispute, implicitly critiquing current government approach.
Policy Critique
0.85
@gottagetsollozzo
Mar 4, 2025
But you guys already tariff the US before this lol. Aluminum, steel, cars, eggs, milk, sausage and much more.
But you guys already tariff the US before this lol. Aluminum, steel, cars, eggs, milk, sausage and much more.
Commenter critiques Canadian tariff policy by pointing out existing tariffs on US goods, framing it as hypocritical or contextualizing current actions.
@lavi688
Mar 4, 2025
So canada wants USA to pay tariffs ...but we shouldnt tariff them ..????
So canada wants USA to pay tariffs ...but we shouldnt tariff them ..????
Criticism of Canada's tariff policy as hypocritical, questioning the logic of government economic decisions.
Policy Critique
0.85
@veledajohnson1511
Mar 4, 2025
Trudeau is a lame duck PM. Glad when he leaves office.??
Trudeau is a lame duck PM. Glad when he leaves office.??
Criticism of Trudeau's political standing and anticipation of his departure from office.
Policy Critique
0.85
@Rod-b7y
Mar 4, 2025
funny how the dictator talks about putin as a dictator. funny how so many canadians want trudeau OUT of office because of his totalitarian edicts especially during covid. hypocrisy is not pretty
funny how the dictator talks about putin as a dictator. funny how so many canadians want trudeau OUT of office because of his totalitarian edicts especially during covid. hypocrisy is not pretty
Criticizes Trudeau's governance and COVID policies as totalitarian, framing this as hypocrisy in criticizing Putin; combines policy critique with nationalist framing.
@LittleGiggleTunes-m5h
Mar 4, 2025
This makes no damn sense
This makes no damn sense
Expression of disapproval toward policy or decision-making without elaboration.
Policy Critique
0.85
@dr.phillips2008
Mar 4, 2025
I am a Canadian ?? & let ne assure you. Justin Trudeau is a woke fool who has hurt Canada for 9 years. He can't be replaced fast enough!
I am a Canadian ?? & let ne assure you. Justin Trudeau is a woke fool who has hurt Canada for 9 years. He can't be replaced fast enough!
Canadian identity assertion combined with criticism of Trudeau's governance over nine years.
@kennywidd
Mar 4, 2025
Go to hell Trudeau. You're a disgusting communist that failed Canada and didn't fix the border that would have prevented this. of course, anybody who watches CNN is an idiot.
Go to hell Trudeau. You're a disgusting communist that failed Canada and didn't fix the border that would have prevented this. of course, anybody who watches CNN is an idiot.
Attacks Trudeau's leadership and policies while making ideological accusations and dismissing opposing media consumers.
@TheVolpster-b2v
Mar 4, 2025
? all you had to do is stop the flow of fentanyl and ilegal immigrants and you couldn’t do that. Who It’s going to hurt more Canada or USA Time will tell.
? all you had to do is stop the flow of fentanyl and ilegal immigrants and you couldn’t do that. Who It’s going to hurt more Canada or USA Time will tell.
Criticizes government failure to stop fentanyl and illegal immigration, with comparative framing about impact on Canada vs. USA.
@antoniogomez7046
Mar 4, 2025
Time for 100% tariff on Teslas.
Time for 100% tariff on Teslas.
Advocates for a specific tariff policy as a response to trade issues, critiquing current government approach.
Policy Critique
0.85
@turtlex5994
Mar 4, 2025
As a Canadian Trudeau is a fool. He's one of the most hated, if not the most hated Prime Minister in history. He's a known liar and has acted like a dictator in this country …
As a Canadian Trudeau is a fool. He's one of the most hated, if not the most hated Prime Minister in history. He's a known liar and has acted like a dictator in this country over his tenure and continues to send OUR money to fight a war on the Ukraine that most Canadians have no interest in. It's funny reading Americans and people all over praising this guy. If you like him so much, you can keep him. Most people would he glad to be rid of Trudeau.
Comprehensive criticism of Trudeau's governance, policies, and character from a Canadian perspective, with personal stance.
@MrPaulStanly
Mar 4, 2025
Canadian here. You Americans seem stupid. Trudeau is the worst leader we’ve ever had. He’s on his way out. He’s resigned. He’s a disaster. He doesn’t stand for freedom. Or freedom of speech. You people …
Canadian here. You Americans seem stupid. Trudeau is the worst leader we’ve ever had. He’s on his way out. He’s resigned. He’s a disaster. He doesn’t stand for freedom. Or freedom of speech. You people have no idea. Perhaps you could read a little bit more.
Primarily critiques Trudeau's leadership and policies (freedom of speech), with secondary identity framing (Canadian vs. American distinction).
@genewindsor5530
Mar 4, 2025
Here's my issue with Trudeau ...you now placed your country in a position where this becomes a game of tariff chicken. This won't end well for Canada no matter what tariffs you try to envoke …
Here's my issue with Trudeau ...you now placed your country in a position where this becomes a game of tariff chicken. This won't end well for Canada no matter what tariffs you try to envoke to counter Trump. The U.S. aren't dependent on Canada. So, what is your real endgame here matching the tariffs? Is that what the people of Canada really want to get into? Doesn't seem smart to me. It just looks like a lazy game of posturing trying impose some front like the U.S. need to back down from Canada. What a joke.
Commenter critiques Trudeau's tariff strategy as ineffective and questions the endgame, combining policy analysis with rhetorical questions about Canadian interests.
@rockabye_baby187
Mar 4, 2025
As an American I can say we don’t support the idiocy that is Trump’s tariffs. Those who voted for him are about to learn what tariffs are. The rest of us already knew, but were …
As an American I can say we don’t support the idiocy that is Trump’s tariffs. Those who voted for him are about to learn what tariffs are. The rest of us already knew, but were outvoted by idiots.
Critiques Trump's tariff policy as idiotic while asserting American identity and distancing from Trump voters.
@AaronSmith1101
Mar 4, 2025
When a criminal enters the White House, you get criminal policies!
When a criminal enters the White House, you get criminal policies!
Critiques Trump's policies by characterizing them as criminal, using metaphorical language about leadership.
Policy Critique
0.85
@jocktulloch3499
Mar 4, 2025
I FKNG HATE TRUMP AND MAGA!!! He is the dumbest president in our history and a clinical narcissist. I’m so ashamed to have this idiot as a president and his @ss kissing goons.
I FKNG HATE TRUMP AND MAGA!!! He is the dumbest president in our history and a clinical narcissist. I’m so ashamed to have this idiot as a president and his @ss kissing goons.
Strongly critiques Trump's competence and character while expressing shame about American identity under his presidency.
@Mixedpuppy
Mar 4, 2025
Cya Justin you were the worst PM ever
Cya Justin you were the worst PM ever
Direct criticism of the Prime Minister's performance in office, dismissing his tenure as the worst.
Policy Critique
0.85
@Condoms-to-hamas
Mar 4, 2025
Trudeau still doesn't get it: it doesn't matter what he thinks or does for the US. It won't be enough to please Trump unless he sells his country to him.
Trudeau still doesn't get it: it doesn't matter what he thinks or does for the US. It won't be enough to please Trump unless he sells his country to him.
Criticism of Trudeau's approach to U.S. relations, with an underlying concern that appeasement will lead to loss of national sovereignty.
@user-im7vn8fp8v
Mar 4, 2025
I’m in support of Trump policies but his blunt rhetoric on americas traditional allies is disappointing
I’m in support of Trump policies but his blunt rhetoric on americas traditional allies is disappointing
Commenter expresses support for Trump's policies while criticizing his diplomatic rhetoric toward allies, blending policy evaluation with national identity concerns.
@franklynj.jabbie2993
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)