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
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
Trudeau is the worth PM Canada ever has. \nIf Trudeau would keep healthy economy tariffs wouldn’t be any problem. I am sure American people don’t give a SSSS!!t.
Trudeau is the worth PM Canada ever has. \nIf Trudeau would keep healthy economy tariffs wouldn’t be any problem. I am sure American people don’t give a SSSS!!t.
Criticizes Trudeau as worst PM and links economic mismanagement to tariff problems, blending policy and economic concerns.
@aleswittek4370
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
I get it, Im not close to Canada, never been there either but its on my list. If you migrate to a country that is not yours then you should follow the rule of the …
I get it, Im not close to Canada, never been there either but its on my list. If you migrate to a country that is not yours then you should follow the rule of the land and assimilate into their culture, not impose your own. Sure you can celebrate stuff like religious holidays but trying to fight for an independent state is just absurd, selfish and the same behaviour as any other coloniser.
Critiques immigration policy by arguing migrants should assimilate rather than maintain separate cultural/political identities.
SFWN
Jan 29, 2026
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
Never seen JT do anything, and still don't.
Never seen JT do anything, and still don't.
Dismissive criticism of Trudeau's effectiveness and accomplishments.
Policy Critique
0.80
@GolfYourself
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
Canada needs to comprehend what being a junior associate in a deal means. That is what Canada is compared to the United States. Feelings have NO place when it comes to business. Keep your feelings …
Canada needs to comprehend what being a junior associate in a deal means. That is what Canada is compared to the United States. Feelings have NO place when it comes to business. Keep your feelings and emotions out of it.
Critiques Canada's negotiating position and approach to trade relations, arguing emotions should not factor into business dealings with the US.
@MattTheNomad
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
Pathetic. These fools who voted for Donald got SO MUCH MORE than what they voted for, and we told them 100 times what was coming.
Pathetic. These fools who voted for Donald got SO MUCH MORE than what they voted for, and we told them 100 times what was coming.
Criticizes voters and government decisions, expressing frustration about predicted consequences that materialized.
@freighttrain7143
Mar 4, 2025
With politicians like Trump, who needs criminals.
With politicians like Trump, who needs criminals.
Commenter uses sarcastic comparison to criticize Trump, implying his leadership is worse than criminal behavior.
@ew3rivera112
Mar 4, 2025
Trudeau has already killed Canada and done nothing for Canadians
Trudeau has already killed Canada and done nothing for Canadians
Criticizes Trudeau's governance record and perceived failure to benefit Canadians, targeting policy outcomes.
Policy Critique
0.80
@acesslots5944
Mar 4, 2025
TRUMP = PUTINS PUPPET
TRUMP = PUTINS PUPPET
Asserts Trump is controlled by Putin, framing this as a policy/leadership concern with underlying threat perception.
@thomasmuller8687
Mar 4, 2025
Trump will not stop at this! He already said that he wanted to replace IRS with ERS (External Revenue Service). Trump wants to replace Income Tax with Tarrifs !!\nYes! MAGA will laugh and say No …
Trump will not stop at this! He already said that he wanted to replace IRS with ERS (External Revenue Service). Trump wants to replace Income Tax with Tarrifs !!\nYes! MAGA will laugh and say No More Tax for all Americans!\nThey don't know that America raised a total income tax of 3 Trillion Dollars annually. But America also spend 3 Trillion dollars on imports! So to replace Income Tax with Tariffs, America needs to apply 100% tariffs on ALL Imports from All countries around the world!\nSo prices on imported goods will be at least double in America! That will make people buy less. Imports will drop! So even with 100% blanket tariffs it will not raise 3 Trillion dollars for Trump!\nWhat's more? As America tries to make more things in America to avoid tariffs, tariffs will dry up and where does Trump get 3 Trillion dollars? ?
Detailed analysis of proposed tax and tariff policy changes, critiquing the feasibility and economic logic of the proposal.
@MyNTran
Mar 4, 2025
Lol if this moron cares for Americans he would've secured his border and not let fenthanol enter US and kill thousands of Americans. He would not have put harsh tariff on American goods that hurt …
Lol if this moron cares for Americans he would've secured his border and not let fenthanol enter US and kill thousands of Americans. He would not have put harsh tariff on American goods that hurt American companies.... use logic u idiots instead of listening to this idiot
Critiques Trump's border security and tariff policies as ineffective, with economic impact concerns about American companies.
@sparda4l180
Mar 4, 2025
And there's nothing we Americans can do about it because the clowns that Republicans elected are working against their own constituents because they are afraid of an ignorant narcissist who is manipulating the government completely …
And there's nothing we Americans can do about it because the clowns that Republicans elected are working against their own constituents because they are afraid of an ignorant narcissist who is manipulating the government completely for his interests and out of revenge for those who indicted him for all his illegal activity. He continues to skate above the law.
Critiques American political system and Republican governance while implicitly contrasting with Canadian approach.
@seemorebutts3428
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)