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
Finished the war during first 24 hours ❌\nLowered down grocery prices ❌
Finished the war during first 24 hours ❌\nLowered down grocery prices ❌
Criticizes government performance on war resolution and grocery price control using checkmark/X notation to evaluate policy outcomes.
Policy Critique
0.85
@UnderTheSummerSun
Mar 5, 2025
I believe Canada and Mexico will fold and play chicken. Trudeau's appeals to US voters showed Canada lacks courage. On TV, Trump saw many Canadian leaders squirming and making threats. Look at China - Xi …
I believe Canada and Mexico will fold and play chicken. Trudeau's appeals to US voters showed Canada lacks courage. On TV, Trump saw many Canadian leaders squirming and making threats. Look at China - Xi stayed silent and implement counter measures.
Commenter criticizes Canadian leadership's negotiating strategy and courage compared to China's approach, analyzing political/diplomatic performance.
@blose4793
Mar 5, 2025
What a nauseating twit. Hey Justin...tariffs on American goods are a tax on Canadians! I forgot-- you love taxes, because you're a socialist. You were right when you told Trump Canada can't survive this--because Canada …
What a nauseating twit. Hey Justin...tariffs on American goods are a tax on Canadians! I forgot-- you love taxes, because you're a socialist. You were right when you told Trump Canada can't survive this--because Canada isn't a real country.
Criticizes government tariff policy as a tax on Canadians while making a dismissive identity claim about Canada not being a 'real country.'
@gordonborchert5294
Mar 4, 2025
JT is usually the one screwing over Canada. Must be weird for him to talk about someone else doing it.
JT is usually the one screwing over Canada. Must be weird for him to talk about someone else doing it.
Criticizes the Prime Minister's track record while commenting on current policy situation.
Policy Critique
0.85
@mmmaaasss
Mar 4, 2025
Trump destroyed the entire economy and our global standing in five weeks. That was fast.
Trump destroyed the entire economy and our global standing in five weeks. That was fast.
Criticizes Trump's policies and their economic/diplomatic consequences, framed as a critique of government action rather than a personal narrative or fear-based claim.
@wine-living
Mar 4, 2025
Justin sounds so pathetic. THe level of communiction between leaders keeps goin low
Justin sounds so pathetic. THe level of communiction between leaders keeps goin low
Criticizes Canadian leadership and the quality of diplomatic communication.
Policy Critique
0.85
@mikethebig9216
Mar 5, 2025
I'm embarrassed you think trudope is professional in any way.
I'm embarrassed you think trudope is professional in any way.
Commenter expresses disagreement with Trudeau's professionalism, offering a critical assessment of leadership.
Policy Critique
0.85
@youngmunnsr
Mar 4, 2025
Sorry can't listen anymore more talk an talk and talk lol but nothing is happening time for Alberta to get out of this circus
Sorry can't listen anymore more talk an talk and talk lol but nothing is happening time for Alberta to get out of this circus
Criticizes government inaction and ineffectiveness while implicitly calling for Alberta's separation from federal governance.
ParryEvans-us1bs
Feb 27, 2026
Canadian here. \n\nFact, I'm certainly not a Trump supporter. \n\nFact, Trudeau has almost destroyed Canada. \n\nTake from my comments what you will.
Canadian here. \n\nFact, I'm certainly not a Trump supporter. \n\nFact, Trudeau has almost destroyed Canada. \n\nTake from my comments what you will.
User asserts Canadian identity and critiques Trudeau's governance while distancing from Trump support, balancing multiple political positions.
@deepee1544
Mar 4, 2025
Trudeau is a TERRIBLE leader, BUT, he acted properly here.\n\nFinally!\n\nI stand beside my terrible leader. Will you?
Trudeau is a TERRIBLE leader, BUT, he acted properly here.\n\nFinally!\n\nI stand beside my terrible leader. Will you?
Criticism of Trudeau's leadership overall, but acknowledgment of approval for a specific action, with call for national unity.
@gronmaster
Mar 4, 2025
Canada needs to deport permanent residents for 10years or more. They have their time to apply for citizenship but chose not to.
Canada needs to deport permanent residents for 10years or more. They have their time to apply for citizenship but chose not to.
Proposes specific policy change regarding permanent residents and citizenship requirements.
Policy Critique
0.85
John-lr5mn
Feb 14, 2026
You think inflation has been bad since Day 1 of the COVID Pandemic? You think grocery & other costs are unbelievably high now! Trump is going to make it worse. \n\nHe's going to ruin our …
You think inflation has been bad since Day 1 of the COVID Pandemic? You think grocery & other costs are unbelievably high now! Trump is going to make it worse. \n\nHe's going to ruin our economy just like his response with COVID.
Critiques Trump's policies and predicts negative economic consequences, comparing current inflation to anticipated future harm.
@arthurwellsjr.4082
Mar 5, 2025
All the politicians and bureaucrats don't know what is happening or they just don't care and just cashing money.
All the politicians and bureaucrats don't know what is happening or they just don't care and just cashing money.
Criticizes government officials and bureaucrats for incompetence or corruption in managing the system.
Policy Critique
0.85
Hazara26
Feb 27, 2026
Trudeau has bailed. He is a narcissist and a failure and does not represent Canada.
Trudeau has bailed. He is a narcissist and a failure and does not represent Canada.
Criticism of Trudeau's leadership and representation of Canada, questioning his fitness for office.
@philgellner7766
Mar 4, 2025
S T F U trudeau, your dumb policies and immigration practices is what's led to this. we've accepted your resignation, now please leave.
S T F U trudeau, your dumb policies and immigration practices is what's led to this. we've accepted your resignation, now please leave.
Criticizes Trudeau's immigration and policy decisions as the root cause of current problems, demanding his resignation.
@Ray907
Mar 4, 2025
If you are serious about working with Canadians to ease the impact of the tariffs then you will rescind the ridiculous Canadian carbon tax immediately
If you are serious about working with Canadians to ease the impact of the tariffs then you will rescind the ridiculous Canadian carbon tax immediately
Criticizes Canadian carbon tax policy and calls for its removal as a condition for cooperation on tariff relief.
@larrygates3737
Mar 4, 2025
This man ruined Canada. Pierre Poilievre can't come in soon enough!
This man ruined Canada. Pierre Poilievre can't come in soon enough!
Criticizes current leadership and expresses preference for alternative political figure, combining policy dissatisfaction with implicit call for political change.
@generalhotdog33
Mar 5, 2025
All this stupid idjit had to do was stop the flow of illegals and stop the drugs in BC but instead he chooses to play Mr. tough guy
All this stupid idjit had to do was stop the flow of illegals and stop the drugs in BC but instead he chooses to play Mr. tough guy
Direct criticism of government failure to address illegal immigration and drug trafficking in BC.
Policy Critique
0.85
@torozzgrl
Mar 4, 2025
He ruined, borders, immigration, housing, and the national budget. Put on your black makeup and look at yourself in the mirror. You suck, you're not a leader.
He ruined, borders, immigration, housing, and the national budget. Put on your black makeup and look at yourself in the mirror. You suck, you're not a leader.
Commenter criticizes Trump's handling of multiple policy areas (borders, immigration, housing, budget) and questions his leadership legitimacy.
@eskay231
Mar 5, 2025
Focusing too much on being anti-Trump is a strategic mistake for the Democrats. In order to win, you have to convince the average non-partisan person that you are seeking their best interest. Moral high grounding …
Focusing too much on being anti-Trump is a strategic mistake for the Democrats. In order to win, you have to convince the average non-partisan person that you are seeking their best interest. Moral high grounding does not work. The current majority sentiment of the US population is that they want the government to prioritize the interest of the US first and foremost. Whether or not Trump is a bully to other countries when he tries to prioritize that interest is irrelevant to them.
Critiques Democratic strategy and argues that prioritizing national interest over moral positioning is more effective politically.
@namuen
Mar 5, 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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)