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
Justin is the reason Canada economy went down , yet he goes on media and throw false information
Justin is the reason Canada economy went down , yet he goes on media and throw false information
Blames a political leader for economic decline and accuses them of spreading misinformation without providing specific evidence.
@EdEd-r7w
Mar 4, 2025
Very intelligent reply by Canada against a deranged orange FELON. Tariffs are really bad for everybody.
Very intelligent reply by Canada against a deranged orange FELON. Tariffs are really bad for everybody.
Criticizes Trump's tariff policy as harmful while making a moral judgment about his character.
@JeffLynnesELO2025Tour
Mar 4, 2025
We don't want this either, Mr. Trudeau. Unfortunately 49.9% of voters in this country DO want it because they follow orders from the orange man without questions. And the rest of us must suffer due …
We don't want this either, Mr. Trudeau. Unfortunately 49.9% of voters in this country DO want it because they follow orders from the orange man without questions. And the rest of us must suffer due to this minority.
Critiques Canadian voters who support Trump-aligned policies and expresses frustration that a minority's preferences harm the majority.
@jimhenderson387
Mar 4, 2025
This child actor pathetic excuse for a man that ruined his own country and ruined his own peoples lives, Step aside !Just go home now !
This child actor pathetic excuse for a man that ruined his own country and ruined his own peoples lives, Step aside !Just go home now !
Harsh criticism of Trudeau's leadership and domestic record, with an implicit call for his resignation.
@GuyFawkx
Mar 5, 2025
Canada, with a weak military and liberal ideology, Communism is not great for North America. \n\nMexico with the zero Aircraft Carrier fleet... Stop. Get Help. \n\nDo better!
Canada, with a weak military and liberal ideology, Communism is not great for North America. \n\nMexico with the zero Aircraft Carrier fleet... Stop. Get Help. \n\nDo better!
Critiques Canada's military weakness and 'liberal ideology' while expressing security concerns about North American stability.
@kevinbrower1989
Mar 4, 2025
Someone told him what a was a tariff was a couple months ago and now he loves the word he said. It effects him 0 percent
Someone told him what a was a tariff was a couple months ago and now he loves the word he said. It effects him 0 percent
Commenter critiques Trump's understanding and use of tariff policy with sarcastic undertones about his lack of personal impact.
@danielryandesigns
Mar 4, 2025
Trump dont understand because he is an arrogant man
Trump dont understand because he is an arrogant man
Critiques Trump's understanding and decision-making capacity, framed as a character/personality flaw affecting leadership.
@sertunsuzable
Mar 4, 2025
Trudeau is going out pm of canada.. Transition period yet put his country in conflict w trump direct.\nAnother guy like Zelensky put Ukraine at risk with the dumb act in oval office..\nWhat a dumb speech
Trudeau is going out pm of canada.. Transition period yet put his country in conflict w trump direct.\nAnother guy like Zelensky put Ukraine at risk with the dumb act in oval office..\nWhat a dumb speech
Criticizes Trudeau's handling of international relations and domestic policy during transition period.
@SWTAN-JEFFREY
Mar 4, 2025
I stand with America but I support Ukraine and I support Canada. But these tariffs have got to go. Good speech Trudeau and God help us all.
I stand with America but I support Ukraine and I support Canada. But these tariffs have got to go. Good speech Trudeau and God help us all.
Expresses support for multiple parties while criticizing tariff policy specifically, balancing solidarity with policy disagreement.
@Fefilodimus
Mar 4, 2025
Trudeau, aren't you stepping down after running your country into the ground -eh? We'll buy elsewhere. We voters are w/ Trump.
Trudeau, aren't you stepping down after running your country into the ground -eh? We'll buy elsewhere. We voters are w/ Trump.
Criticizes Trudeau's governance and economic management while implicitly calling for consumer/voter action against Canada.
@Tblillard
Mar 4, 2025
They are legal it's not called invasion
They are legal it's not called invasion
Counters 'invasion' framing by emphasizing legal status, critiquing inflammatory rhetoric.
Policy Critique
0.80
Namo-Buddha67
Jan 27, 2026
Blistering? ???? He can’t even look or sound menacing.
Blistering? ???? He can’t even look or sound menacing.
Dismisses the characterization of the Prime Minister's response as ineffectual, critiquing his demeanor and approach.
Policy Critique
0.80
@arnaldocerra7218
Mar 4, 2025
Trudeau boy I feel Pitty for you!! go home and cry there
Trudeau boy I feel Pitty for you!! go home and cry there
Mocking criticism of Trudeau's leadership and emotional state, dismissing his authority.
Policy Critique
0.80
@h2hdecor876
Mar 4, 2025
Well you’re a day late and a dollar short. Americans are tired of taking care of others countries and paying out trillions of dollars and getting nothing back no respect no thanks nothing !!! So …
Well you’re a day late and a dollar short. Americans are tired of taking care of others countries and paying out trillions of dollars and getting nothing back no respect no thanks nothing !!! So yes we are tired of it.
Critiques U.S. foreign aid policy and expresses frustration with international spending, combining economic and policy concerns.
@bobbyalley5192
Mar 4, 2025
Trump is a disruptor. Wake up Canadians. This is a good thing in the long run.
Trump is a disruptor. Wake up Canadians. This is a good thing in the long run.
Frames Trump as a disruptor with long-term benefits, presenting a contrarian policy perspective.
@crumber7
Mar 4, 2025
Lying? Pot calling kettle black there Justin!
Lying? Pot calling kettle black there Justin!
Criticizes Trudeau's honesty/credibility using a sarcastic idiom, blending critique with satire.
@davidb40
Mar 4, 2025
By using every tool, does that mean we'll be dropping the Carbon tax? Nope, didn't think so. Cause after years of Trudeau destroying our economy, Trump is the problem... Fuck Trudeau.
By using every tool, does that mean we'll be dropping the Carbon tax? Nope, didn't think so. Cause after years of Trudeau destroying our economy, Trump is the problem... Fuck Trudeau.
Critiques Trudeau's economic management and carbon tax policy while dismissing Trump as a scapegoat.
@GreatCanadianBob
Mar 4, 2025
Whatever Justin. What an idiot.
Whatever Justin. What an idiot.
Direct criticism of political leadership and governance, though expressed dismissively.
Policy Critique
0.80
@thomaswhite5928
Mar 4, 2025
Trump just wants to burn it all down
Trump just wants to burn it all down
Critical statement about Trump's political intentions and approach to governance.
Policy Critique
0.80
@gosburn4872
Mar 4, 2025
Clearly Canada didn’t do enough until pressure was put on them by Donald Trump, JT even states in this speech that there has been a vast improvement since DT asked Canada to up its game. …
Clearly Canada didn’t do enough until pressure was put on them by Donald Trump, JT even states in this speech that there has been a vast improvement since DT asked Canada to up its game. They are now pulling their weight so perhaps the tariffs will be dropped after all. Canada has been a freeloader for far too long.
Argues Canada was not enforcing immigration policy adequately until Trump pressured them, critiquing Canadian governance.
@annajacob4084
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)