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
this guy bankrupted his own country and you all cheer him on ????
this guy bankrupted his own country and you all cheer him on ????
Criticizes the PM's economic management with an unsubstantiated claim about bankrupting the country, blending policy critique with an unverified assertion.
@Tonis197
Mar 4, 2025
We should refine our own oil. Any American country accessing our resource should have to refine it here.
We should refine our own oil. Any American country accessing our resource should have to refine it here.
Proposes policy change regarding resource refinement and trade conditions with American countries.
@fancypantsism
Mar 4, 2025
He’s done well, up until he used the word dumb on the orange man. He will fixate on that and now all the well intended and strategic words of persuasion are lost. He will not …
He’s done well, up until he used the word dumb on the orange man. He will fixate on that and now all the well intended and strategic words of persuasion are lost. He will not back down because this guy has a maturity of primary school kids he takes it so personal.
Critiques Trudeau's strategic communication approach and personal maturity, analyzing the effectiveness of his rhetoric.
@PBRN2236
Mar 4, 2025
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold …
commie news network, we don't care. you'd think you've learned your lesson with your pathetic ratings or the spankings you've received with just pure statistics, and yet you continue to play lefty games...canada will fold shortly, we don't need what they have.
Criticizes media coverage and Canadian policy while asserting a nationalist position that Canada should distance itself from the US.
@TheSoaphippo
Mar 4, 2025
We know he's a liar. We know he's making up stupid stuff for reasons to convince people that it's true. But it is not true.
We know he's a liar. We know he's making up stupid stuff for reasons to convince people that it's true. But it is not true.
Accuses Trump of dishonesty and fabricating claims, blending criticism with assertions about his truthfulness.
@Love-k2h8h
Mar 4, 2025
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Appeasing Putin is ungrounded and is not helpful in achieving his objective.
Commenter critiques a specific policy approach (appeasing Putin) as ineffective and morally problematic for achieving stated objectives.
@shinjiowen2089
Mar 4, 2025
They call him antichrist but to me that is crap,trump is the worst president who is making decisions foolishly n American love it bcoz they have no choice,they know they choose the worst person for …
They call him antichrist but to me that is crap,trump is the worst president who is making decisions foolishly n American love it bcoz they have no choice,they know they choose the worst person for leadership,this guy is using his ego n his mind in making decisions,leadership is a think of listening n acting accordance with the majority not by one's will,if one uses his knowledge, his knowledge can never suit the world,the computer is for the world but with people's mind,it is not working on its own.
Criticizes a leader's decision-making approach and argues for leadership based on listening to the majority rather than individual will.
@edwinmahonga4063
Mar 4, 2025
the liberals and NDP belong in prison...Its not TRumps falt its Trudeaus falt
the liberals and NDP belong in prison...Its not TRumps falt its Trudeaus falt
Attacks Liberal and NDP policies while deflecting blame to Trudeau rather than Trump, combining critique with blame assignment.
@BrendaMacdonald-s1h
Mar 4, 2025
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Donald should just be imposing tarifs on non-allies. Look after your friends and they'll look after you.
Suggestion for alternative tariff policy based on alliance relationships, offering policy analysis and critique.
@TheCozzie99
Mar 4, 2025
Its a wake up call for Canada , self sufficient is the word
Its a wake up call for Canada , self sufficient is the word
Frames Canada's immigration stance as a necessary 'wake up call' emphasizing self-sufficiency, critiquing current policy direction.
@princemushfiq
Mar 4, 2025
A tariff on every company that donated to his campaign sounds just fine with me.??
A tariff on every company that donated to his campaign sounds just fine with me.??
Proposes a tariff policy as a form of political punishment, expressing approval of economic sanctions.
@spankcraft8912
Mar 4, 2025
You leftists whining about Trump only have yourselves to blame. You voted for Biden/Harris and thats what your party put forth as the best candidates.\n\nThey failed so bad that the majority of the country went …
You leftists whining about Trump only have yourselves to blame. You voted for Biden/Harris and thats what your party put forth as the best candidates.\n\nThey failed so bad that the majority of the country went with a better choice. Blame your party to put up better candidates next time.
Criticizes Democratic party leadership and candidate selection while asserting partisan identity through blame-assignment.
@picklesandufos7860
Mar 4, 2025
Good speech, but too late speech unfortunately
Good speech, but too late speech unfortunately
Acknowledges a speech positively but critiques its timing as ineffective or too delayed.
Policy Critique
0.75
@allincludedworldsbestscena376
Mar 4, 2025
Prime Minister Justin Trudeau is an amalgamated communist. Phuq him.
Prime Minister Justin Trudeau is an amalgamated communist. Phuq him.
Combines unsubstantiated ideological labeling ('communist') with personal attack on the Prime Minister as policy criticism.
@tonymorris9931
Mar 4, 2025
This guys a joke, a well spoken puppet… remember Covid.
This guys a joke, a well spoken puppet… remember Covid.
Dismisses Trudeau as a puppet and references COVID without evidence, combining critique with unsubstantiated claim.
@jeremyb1982
Mar 4, 2025
The speech was good but that’s not why Canadians hate him
The speech was good but that’s not why Canadians hate him
Critiques Trudeau's policies/leadership while asserting Canadian national sentiment ('Canadians hate him').
@OrientalOreo
Mar 4, 2025
DT Tarif does not make sense.
DT Tarif does not make sense.
Brief criticism of tariff policy without elaboration.
Policy Critique
0.75
@MaxinePMO
Mar 4, 2025
That fentenal issue took long before why ? . All of a sudden you got it done in a month .. when it should have been taken care of long ago. Guess it didn't matter …
That fentenal issue took long before why ? . All of a sudden you got it done in a month .. when it should have been taken care of long ago. Guess it didn't matter as much as it does now with the tarrifs
Criticizes delayed government action on fentanyl, implying negligence or political motivation, with unsubstantiated timing claims.
@DanielHernandez-xy4xp
Mar 4, 2025
Are there any independent critical thinkers left out there that don't have faith in political sides?but instead live in reality? this guy has absolutely trashed Canada - and all anyone here can do is worship …
Are there any independent critical thinkers left out there that don't have faith in political sides?but instead live in reality? this guy has absolutely trashed Canada - and all anyone here can do is worship his manipulation? man - the brainwashing is strong stuff indeed... the people of the USA are just too easily directed- sad.
Critiques political leadership and public discourse in both Canada and the USA, calling for independent critical thinking rather than partisan loyalty.
@aquaboneus
Mar 4, 2025
All Trump wants from Canada is for it to be fair. If they can’t do that then it’s time to react.
All Trump wants from Canada is for it to be fair. If they can’t do that then it’s time to react.
Critiques Canadian policy fairness and implies need for reactive measures, framed as a response to government action.
@silentambitionbronxgold2410
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)