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
Let’s not get it twisted… Trudeau still has to go!!!!
Let’s not get it twisted… Trudeau still has to go!!!!
Expresses strong disapproval of Trudeau's leadership with emphatic language suggesting a demand for political change.
@AkeemPierre
Mar 4, 2025
a 1.3 billion dollar waste of money for extra border security. We did this to appease the unappeasable. He never intended to stop the tariffs, he just wanted us to spend out money. He's trying …
a 1.3 billion dollar waste of money for extra border security. We did this to appease the unappeasable. He never intended to stop the tariffs, he just wanted us to spend out money. He's trying to bankrupt Canada. STOP SPENDING OUR MONEY ON TRUMPS DESIGNS. Remember WE the public are paying for this, THEY (our governments/the Upper Class) are benefiting. As Trump crashes the markets, who do you think is buying it up, think about it.
Criticizes government spending on border security as wasteful appeasement, with a call to stop the spending and awareness-raising about class inequality.
@wyzeazz
Mar 4, 2025
Idiot destroyed Canada, who can trust this man?
Idiot destroyed Canada, who can trust this man?
Direct criticism of Trudeau's leadership and trustworthiness without specific policy details.
Policy Critique
0.82
@irenalbert9079
Mar 4, 2025
I don't know why Mr Trump would bother listening to trudeau cause his track record is pretty bad
I don't know why Mr Trump would bother listening to trudeau cause his track record is pretty bad
Questions Trump's credibility by referencing Trudeau's poor track record as a reason to dismiss his counsel.
Policy Critique
0.82
@MegaJunebug3
Mar 4, 2025
As an American, who has heard our president, say it’s easy to win a trade war I don’t think he realizes there are no winners in a trade war.
As an American, who has heard our president, say it’s easy to win a trade war I don’t think he realizes there are no winners in a trade war.
American commenter critiques Trump's trade war policy as economically flawed, framed through personal perspective of being an American.
@RCDiaz-Balart
Mar 4, 2025
Hopefully this is a big wake-up call to Canada that it’s time to stop relying so much on America for trade and start making deals with other countries.
Hopefully this is a big wake-up call to Canada that it’s time to stop relying so much on America for trade and start making deals with other countries.
Critiques Canada's trade dependency on the U.S. and advocates for diversifying international partnerships in response to Trump's actions.
@billshogun7068
Mar 4, 2025
So you had to hurt Canada by putting a tariff on their stuff so we can pay more for our product that we buy from them? I would say just let them pay more on …
So you had to hurt Canada by putting a tariff on their stuff so we can pay more for our product that we buy from them? I would say just let them pay more on our stuff and go from there.
Critiques tariff policy as harmful to consumers and suggests an alternative approach to trade disputes.
@matteomedoro5140
Mar 4, 2025
We asked for Canada to control the border, they did not. The tariff came after this request was denied. Canadians should be concerned about dangerous people coming through their country to get to the US. …
We asked for Canada to control the border, they did not. The tariff came after this request was denied. Canadians should be concerned about dangerous people coming through their country to get to the US. I hope your government shows more concern for your welfare as our president does for ours!???
Criticizes Canadian border policy as inadequate and justifies US tariffs as response, while expressing security concerns about border control.
@valerieroberts8241
Mar 4, 2025
Trudeau is also a dictator. We would rather Canada pay tariffs than for US citizens to pay high taxes. It makes more sense. If the products are worth it, they will still sell.
Trudeau is also a dictator. We would rather Canada pay tariffs than for US citizens to pay high taxes. It makes more sense. If the products are worth it, they will still sell.
Criticizes Trudeau's policies and argues that tariffs are preferable to high taxes, combining political critique with economic reasoning.
@davidvick68
Mar 4, 2025
Donald Trump launched a trade war. Not the United States.
Donald Trump launched a trade war. Not the United States.
Distinguishes between Trump's personal agency and institutional responsibility, critiquing the attribution of trade war policy.
Policy Critique
0.82
@joeanderson8839
Mar 4, 2025
woo, now Justin cares about normal people. But why do you still take money from normal people's pockets and hand over to Ukraine? why can't you take your own money from your own pockets?
woo, now Justin cares about normal people. But why do you still take money from normal people's pockets and hand over to Ukraine? why can't you take your own money from your own pockets?
Criticizes government spending priorities, questioning why public funds go to Ukraine rather than domestic needs.
@huaqingshi5934
Mar 4, 2025
The U.S. did not slap Canada and Mexico with 25% tariffs - Trump did.
The U.S. did not slap Canada and Mexico with 25% tariffs - Trump did.
Critiques the framing of tariffs as a collective US action, attributing responsibility to Trump specifically rather than the nation.
@auntysandy3032
Mar 4, 2025
Every time Trudeau says “your government” he should be saying “Trump”. Trump does not deserve the respect to be called President.
Every time Trudeau says “your government” he should be saying “Trump”. Trump does not deserve the respect to be called President.
Critiques Trudeau's language choices and respect shown to Trump, framed as a policy/diplomatic stance issue.
@thomasdecarlo8543
Mar 4, 2025
I’m canadain and Trudea you messed it all up!
I’m canadain and Trudea you messed it all up!
Commenter identifies as Canadian and expresses dissatisfaction with Trudeau's governance, combining personal identity assertion with policy criticism.
@jigga9770
Mar 4, 2025
Where is the Trucker money,idiot?
Where is the Trucker money,idiot?
Rhetorical question challenging Trudeau's accountability regarding trucker protest funds, functioning as policy criticism.
@philip.morris
Mar 4, 2025
You have to bring up the issue of NORAD. A Radar screen that has been protecting us for decades.
You have to bring up the issue of NORAD. A Radar screen that has been protecting us for decades.
Urges attention to NORAD as a critical policy issue, implying it should be central to Canada-US relations discussion.
@bobwitkowski6410
Mar 4, 2025
The idiocy of this administration is mind blowing
The idiocy of this administration is mind blowing
Expresses frustration with government administration's policies and decision-making.
Policy Critique
0.82
@epiphany7189
Mar 4, 2025
Paula Newton uses the wrong word.....this was NOT anti-Americanism. He was saying the opposite-----and that Americans were the victims of their government as well.
Paula Newton uses the wrong word.....this was NOT anti-Americanism. He was saying the opposite-----and that Americans were the victims of their government as well.
Critiques media framing of Trudeau's statement while defending his actual message about shared victimization under poor leadership.
@vickiesims1600
Mar 4, 2025
this idiot needs to go.... Canada is gonna suffer a lot due to the tariff.... their jobs will be in trouble.
this idiot needs to go.... Canada is gonna suffer a lot due to the tariff.... their jobs will be in trouble.
Criticizes Trudeau's leadership and predicts negative economic consequences from tariffs on Canadian jobs.
@AnbazhaganChinnappillai
Mar 4, 2025
Great speech ! This is what every leader has to do, stop treating this economic ignoramus with kid gloves and go for his orange throat. This might wake the MAGA morons up when their bacon …
Great speech ! This is what every leader has to do, stop treating this economic ignoramus with kid gloves and go for his orange throat. This might wake the MAGA morons up when their bacon and eggs go up by 25 %.
Praises Trudeau's confrontational stance against Trump while predicting economic consequences (price increases) for supporters.
@zoochi929
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)