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
These are your tariffs Trudeau not Trumps??- you are nothing but a liar and instigator !!!\n\nMirroring your own self image \nYou’re the issue!\nYou and your playmate Singh!\n\nHell has her mouth wide open with you and …
These are your tariffs Trudeau not Trumps??- you are nothing but a liar and instigator !!!\n\nMirroring your own self image \nYou’re the issue!\nYou and your playmate Singh!\n\nHell has her mouth wide open with you and every Liberal/ NDP on it!!!\n\nYou’re a disgrace to all things true!!!
Harshly criticizes Trudeau and coalition government policies while implicitly calling for political change through inflammatory language.
@mandycote5662
Mar 4, 2025
Trudeau is not for Canadians...he is for himself at the expense of Canadians.
Trudeau is not for Canadians...he is for himself at the expense of Canadians.
Direct criticism of Trudeau's leadership and policies as self-serving rather than benefiting Canadians.
Policy Critique
0.90
@sweetgrassprincess
Mar 4, 2025
Suddenly he want to fight drugs while for past years you legalize every possible drug i Canada. You should be ashamed of yourself Trudeau. When Trump wanted to put tarrifs on Canada you were gone …
Suddenly he want to fight drugs while for past years you legalize every possible drug i Canada. You should be ashamed of yourself Trudeau. When Trump wanted to put tarrifs on Canada you were gone to Portugal apart of making a deal with the guy. Now you cry like a little guy and blaming Trunp for everything while you wasnt even here to negotiate and you shut down Canadian government for your own partisan purpose and government does not exist right now in Canada just because you afraid of loosing election so you just trying to survive as a PM for as long as possible. Not trump but YOU destroyed Canada and its economy and making Canadians life harder and harder and spending our tax money all over the world
Sustained criticism of Trudeau's drug policy, trade negotiations, and government management with economic impact claims.
@MissLuErAn
Mar 4, 2025
Trudeau!! What are you doing??? You are NOT the PM of Canada any more! You call Trump a dictator at the expense of Canadians??? You are increasing the tariffs FOR Canadians?? How idiotic!!!! Get OFF!!!!!
Trudeau!! What are you doing??? You are NOT the PM of Canada any more! You call Trump a dictator at the expense of Canadians??? You are increasing the tariffs FOR Canadians?? How idiotic!!!! Get OFF!!!!!
Directly criticizes Trudeau's policies and decisions regarding tariffs and border management with rhetorical questions.
@Boko-u1q
Mar 4, 2025
People praising a guy that has left Canada on its knees ????
People praising a guy that has left Canada on its knees ????
Criticism of Trudeau's leadership and its perceived negative impact on Canada's condition.
Policy Critique
0.90
@hugo19442
Mar 4, 2025
People saying they stand trudeau or canada please understand that this same prime minister RUINED CANADA. .
People saying they stand trudeau or canada please understand that this same prime minister RUINED CANADA. .
Direct criticism of Trudeau's governance record, claiming he has damaged Canada.
Policy Critique
0.90
@traffickxng
Mar 4, 2025
He can grandstand all he wants. You dont keep your word, then your word becomes meaningless.
He can grandstand all he wants. You dont keep your word, then your word becomes meaningless.
Critiques credibility and follow-through on political commitments, questioning the value of rhetoric without action.
Policy Critique
0.90
@Joshua-nt9cc
Mar 4, 2025
I THOUGHT TRUMP WAS SUPPOSED TO MAKE AMERICA GREAT AGAIN!!!\nANOTHER LIE!!!
I THOUGHT TRUMP WAS SUPPOSED TO MAKE AMERICA GREAT AGAIN!!!\nANOTHER LIE!!!
Criticizes Trump's policies and campaign promises as unfulfilled, framed as a broken commitment.
Policy Critique
0.90
@Warren-o3y
Mar 4, 2025
Quite hypocritical, Canada is implementing a 26% Carbon tax increase on all goods come APRIL 1st and Carney thinks thats low. Our government has been doing this to Canadians since April 2019.
Quite hypocritical, Canada is implementing a 26% Carbon tax increase on all goods come APRIL 1st and Carney thinks thats low. Our government has been doing this to Canadians since April 2019.
Critiques government carbon tax policy as hypocritical and economically harmful to Canadians, combining policy analysis with economic impact concerns.
@leannetaborski3773
Mar 4, 2025
Trump, and GOP agenda: decouple from friends and allies, Align with enemies and dictators.
Trump, and GOP agenda: decouple from friends and allies, Align with enemies and dictators.
Directly critiques Trump and GOP foreign policy agenda regarding alliances and international relations.
Policy Critique
0.90
@bicqtran
Mar 4, 2025
The Liberal government has destroyed Canada.
The Liberal government has destroyed Canada.
Broad criticism of the Liberal government's governance record without specific policy details or evidence.
Policy Critique
0.90
@benjaminrivas5172
Mar 4, 2025
you do not stand for any Canadian you lie through your teeth you have not stood for Canada in 9 years
you do not stand for any Canadian you lie through your teeth you have not stood for Canada in 9 years
Direct criticism of PM's record over 9 years, accusing him of not representing Canadians.
Policy Critique
0.90
@franksibbick5811
Mar 4, 2025
The orange clown still does not understand how Tariffs work. It is evident he thinks it's a tax and when he sees the numbers in terms of government revenue accredited to tariffs, he ignorantly believes …
The orange clown still does not understand how Tariffs work. It is evident he thinks it's a tax and when he sees the numbers in terms of government revenue accredited to tariffs, he ignorantly believes the country is making money. His understanding so simple he thinks he has raised GDP and is making America great again when in fact he is single handedly and in the face of universal opposition destroying the economy and causing grievous hardship to millions of Americans. Apparent friend to our worst enemies and himself the biggest enemy of the people.
Detailed critique of US tariff policy and economic understanding, framing it as harmful and ignorant governance.
@dominicdoyle6553
Mar 4, 2025
Professor Jeffrey Sachs put it well regarding Trumps deficits with countries and so charging them tariffs…. “it’s like you maxed out your credit card all over town and then blamed the businesses who sold you …
Professor Jeffrey Sachs put it well regarding Trumps deficits with countries and so charging them tariffs…. “it’s like you maxed out your credit card all over town and then blamed the businesses who sold you those goods and services for selling them to you”!!
Uses an analogy to critique Trump's tariff and deficit policies, analyzing government economic decisions.
Policy Critique
0.90
@maxmartin7080
Mar 4, 2025
It's not a trade war it's evening up the tariff. Stop lying
It's not a trade war it's evening up the tariff. Stop lying
Disputes the characterization of tariff policy as a 'trade war,' arguing it's actually tariff equalization, and accuses the video/speaker of misrepresentation.
Policy Critique
0.90
@scottjackline3430
Mar 4, 2025
You have no idea what Trudeau has done to our country. We are ill-prepared for these tariffs. He is no hero. His speech was nauseating.
You have no idea what Trudeau has done to our country. We are ill-prepared for these tariffs. He is no hero. His speech was nauseating.
Criticizes Trudeau's handling of tariffs and economic preparedness without providing specific evidence.
Policy Critique
0.90
@Heidi.M
Mar 4, 2025
As much as I disagree with most of Trudeau’s domestic politics I must say that this was a good address and seems to be where he is strongest. With that said though I still would …
As much as I disagree with most of Trudeau’s domestic politics I must say that this was a good address and seems to be where he is strongest. With that said though I still would not vote liberal in the next election.
Nuanced critique acknowledging some strengths while expressing disagreement with domestic policy and voting intentions.
Policy Critique
0.90
@rancorslayer5228
Mar 4, 2025
As a Canadian I'm embarrassed to see anyone supporting this PM now after all the bullshit he's put us through in the last 8 years. It's sad to see you've all been vaccinated into idiocracy!
As a Canadian I'm embarrassed to see anyone supporting this PM now after all the bullshit he's put us through in the last 8 years. It's sad to see you've all been vaccinated into idiocracy!
Personal statement of embarrassment as a Canadian combined with criticism of PM's 8-year record.
@cloudseedingcalifornia6760
Mar 4, 2025
Liberal policy is and continues to be failing Canadians !
Liberal policy is and continues to be failing Canadians !
Direct criticism of Liberal government policy as failing Canadians, without specific evidence or elaboration.
Policy Critique
0.90
IronGame-c9k
Feb 24, 2026
This is what lazy European far right parties always do : blame a national problem on undocumented migrants. This is just cruelty for the sake of it. If you want them out of here, you …
This is what lazy European far right parties always do : blame a national problem on undocumented migrants. This is just cruelty for the sake of it. If you want them out of here, you do that. What's the point of preventing them from getting health care. Like a virus will know not to go from an undocumented immigrant to a regular Canadian citizen. It is a dumb policy and it tells me the Conservatives are uncapable of generating original ideas. Definitely not ready for government.
Directly criticizes Conservative policy on undocumented migrants' healthcare access as illogical and cruel, with moral condemnation of the approach.
Al-dj3wp
Feb 25, 2026
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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)