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
Neither I am a fan of President Trump nor his supporter. \nJust want to say this, if Trump's implemented tariff is backfiring economically, why would someone choose the same path for his own people??
Neither I am a fan of President Trump nor his supporter. \nJust want to say this, if Trump's implemented tariff is backfiring economically, why would someone choose the same path for his own people??
Critiques a policy approach (tariffs) by questioning its logic and applicability, framed as a rhetorical challenge to decision-making.
@sonetdcosta
Mar 4, 2025
Our government sucks a satchel of richards.
Our government sucks a satchel of richards.
Dismissive criticism of government performance using crude slang humor.
@squishybug7377
Mar 4, 2025
I don't care if people choose to destroy their lives with drugs, just don't increase prices for everything.
I don't care if people choose to destroy their lives with drugs, just don't increase prices for everything.
Expresses indifference to drug policy while criticizing the economic consequences of related policies on prices.
Policy Critique
0.80
@HawkSea
Mar 4, 2025
Not a big fan of Trudeau but i have to say, lately he's doing a good job to hold his own against the VICE PRESIDENT Trump the orange felon!
Not a big fan of Trudeau but i have to say, lately he's doing a good job to hold his own against the VICE PRESIDENT Trump the orange felon!
Critiques Trudeau's typical performance while praising his current stance against Trump, mixing policy evaluation with moral judgment.
@malibuss66
Mar 4, 2025
Sounds like a little boy crying for his mother.., seriously. Strategist and see how you can get your nation out from this. See how China did it. They have long diversified since Trump 1.0 into …
Sounds like a little boy crying for his mother.., seriously. Strategist and see how you can get your nation out from this. See how China did it. They have long diversified since Trump 1.0 into ASEAN countries, and ASIA, especially the mid east and Africa.
Critiques Canadian leadership's strategy while comparing China's economic diversification approach as a model for national resilience.
@harrilai5235
Mar 4, 2025
Emotive rubbish from Trudeau.\nDisaster for Canada.\nHe’s an idiot.
Emotive rubbish from Trudeau.\nDisaster for Canada.\nHe’s an idiot.
Criticizes Trudeau's leadership and policies as harmful to Canada, with dismissive personal attacks.
@Neil-yx3rc
Mar 4, 2025
He lost all respect and credibility when he said “people kind”. What a loser.
He lost all respect and credibility when he said “people kind”. What a loser.
Criticizes Trudeau's credibility based on a specific statement he made, framed as loss of respect.
Policy Critique
0.80
@ryanteigne901
Mar 4, 2025
I don't really like Trudeau, however, this was well said.
I don't really like Trudeau, however, this was well said.
Expresses qualified criticism of Trudeau while acknowledging merit in his statement on the current issue.
Policy Critique
0.80
@harran9962
Mar 4, 2025
Donald lied about Canada...so how can anything be says be believable???\nHow
Donald lied about Canada...so how can anything be says be believable???\nHow
Asserts that Trump made false statements and questions his credibility, combining unverified claim with broader critique.
@Bonnieforsythe
Mar 4, 2025
Big mistake in this delivery is speaking as if all of us support the Moran in office and he represents all of us .
Big mistake in this delivery is speaking as if all of us support the Moran in office and he represents all of us .
Critiques the PM for speaking as if representing all Canadians, challenging the legitimacy of his representational claims.
@renaldo1
Mar 4, 2025
China is rising and is in good relation with Russia , knowing this Trump wants to be in a good relation with Russia ,trying to stop The rise of China, this is a dump policy. …
China is rising and is in good relation with Russia , knowing this Trump wants to be in a good relation with Russia ,trying to stop The rise of China, this is a dump policy. China market is going to grow even if USA is in good relation with Russia. Trump must not apply tarriff like these , this will just suffer the Americans ?
Critiques Trump's tariff policy as counterproductive, arguing it will harm Americans while failing to stop China's rise.
@duhawmapautu3563
Mar 4, 2025
Canada never pays their fair share either
Canada never pays their fair share either
Critiques Canada's financial contributions by comparing it to another country's obligations.
@johns.1730
Mar 4, 2025
What a bunch of rederick. He is so full of it. He has no idea what he is talking about. \nI guess Canadian can do business with China, and buy thier high tech from them. …
What a bunch of rederick. He is so full of it. He has no idea what he is talking about. \nI guess Canadian can do business with China, and buy thier high tech from them. Good luck.\nWhat is funny? \nWe have enough cattle ranchers in this country that can provide furtalizer for the farmers.
Criticizes Canadian government policies and trade decisions, with comparative reference to China and domestic agricultural capacity.
@jessievoynow1105
Mar 4, 2025
Trump is still telling the same lies. He rambles on and on and speaks nonsensical words. He is friends with Putin , he wants to make the USA his personal monopoly game. He threatens republican …
Trump is still telling the same lies. He rambles on and on and speaks nonsensical words. He is friends with Putin , he wants to make the USA his personal monopoly game. He threatens republican congressmen with harm and even death so he can control them. He is mentally unstable and ready to be committed in a mental facility. What will it take to get our congressmen to stand up for the good hardworking people of the USA instead of for a man who is hell bent on making the usa his oersonsl dictatorship.
Detailed criticism of Trump's leadership, mental fitness, and authoritarian tendencies, with calls for congressional accountability.
@ildaquintanilla9186
Mar 4, 2025
Americans need to understand: this is an *existential* threat to Canada. We cannot forget this, even if the tariffs go away tomorrow. We now *have* to diversify away from the US to the extent possible. …
Americans need to understand: this is an *existential* threat to Canada. We cannot forget this, even if the tariffs go away tomorrow. We now *have* to diversify away from the US to the extent possible. This is a permanent change.
Critiques US tariff policy as an existential threat and calls for Canada to strategically diversify away from US dependence.
@owd200
Mar 4, 2025
Trump is a G , Trump wants a even playing field with all countries ripping off America due to them taking advantage of a corrupt , incompetent Biden administration. Trudeau doesn't practice what he preaches. …
Trump is a G , Trump wants a even playing field with all countries ripping off America due to them taking advantage of a corrupt , incompetent Biden administration. Trudeau doesn't practice what he preaches. Its alright when they do it, its a problem when Trump does it.
Critiques domestic political leadership and trade policy while comparing approaches between leaders and administrations.
@steviet3995
Mar 4, 2025
Wish my own U.S. government would protect the hard working federal employee!
Wish my own U.S. government would protect the hard working federal employee!
US commenter critiques their own government's treatment of federal employees while implicitly praising Canada's approach.
@susangendron6096
Mar 4, 2025
If we thinks donald trump wants peace we are dumb too… he is walking into autocrat ideology, will u trust him with peace…?
If we thinks donald trump wants peace we are dumb too… he is walking into autocrat ideology, will u trust him with peace…?
Questions Trump's trustworthiness regarding peace, critiquing his movement toward autocratic ideology and warning against trusting him.
@deborahmeghan5583
Mar 4, 2025
Trump is only for Trump!
Trump is only for Trump!
Brief critique of Trump's self-interested leadership, framing him as prioritizing personal interests over public good.
@tammyshirley2716
Mar 4, 2025
As an American. I don't think it was a good thing to bully other countries, especially allies and neighbors. There are other diplomatic ways to do things. I am not left or right, but I …
As an American. I don't think it was a good thing to bully other countries, especially allies and neighbors. There are other diplomatic ways to do things. I am not left or right, but I felt like Obama and Clinton had better ways with international relationships. I know our leader are trying to do their best for us Americans, and well we have been helping other countries for decades. Maybe, it is time that other countries start paying us back. I don't know why every move has to be on the media though? Especially the bullying with Zelensky? They could have talked over it without showing it to the whole world. What do yo guys think? Was that even necessary?
Commenter critiques diplomatic approach and bullying tactics while seeking others' opinions on whether public confrontation was necessary.
@nick9311
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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