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
Get out of office. Just a talking head piece
Get out of office. Just a talking head piece
Dismissive criticism of a political leader's effectiveness, with implicit call for removal from office.
@jasonjase8661
Mar 4, 2025
Should make it 75%
Should make it 75%
Advocates for a higher percentage threshold, likely referring to tariffs or policy measures, without elaboration.
Policy Critique
0.70
@Bob-w5c3d
Mar 4, 2025
200 % tariffs on Teslas!
200 % tariffs on Teslas!
Brief statement supporting high tariffs on US products as a retaliatory policy measure.
Policy Critique
0.70
@fancylad22
Mar 4, 2025
1.8 billion spent on a problem that doesn't exist... Only to have it not even stop american complaints... Thanks Drumph.
1.8 billion spent on a problem that doesn't exist... Only to have it not even stop american complaints... Thanks Drumph.
Criticizes government spending on immigration while asserting an unverified claim that the problem doesn't exist.
@Yourmomma568
Mar 4, 2025
Don't forget the April 1 carbon tax hike fraud boy. Thanks
Don't forget the April 1 carbon tax hike fraud boy. Thanks
Criticism of carbon tax policy with accusatory framing ('fraud'), though the specific claim lacks supporting evidence.
@dmoe5839
Mar 4, 2025
As a Canadian...\nNot good
As a Canadian...\nNot good
Self-identified Canadian expressing disapproval of government policy or position.
@timtrainage
Mar 4, 2025
This guy is destorying Canada
This guy is destorying Canada
Brief criticism of a political figure's governance impact, though vague in specifics.
Policy Critique
0.70
@unclesmack10
Mar 4, 2025
Trudeau could just called Trump if he wanted to speak directly.
Trudeau could just called Trump if he wanted to speak directly.
Suggests an alternative approach to diplomatic communication, implicitly critiquing the public statement strategy.
Policy Critique
0.70
@aresnir2725
Mar 4, 2025
This is how politicians fuel the fire ants!
This is how politicians fuel the fire ants!
Criticizes politicians for inflammatory rhetoric that escalates tensions, with implied concern about consequences.
@JoseTravelss
Mar 4, 2025
None of this matters if the dude or chick who replaces him doesn't stay firm with what he's saying
None of this matters if the dude or chick who replaces him doesn't stay firm with what he's saying
Commenter expresses skepticism about policy effectiveness, questioning whether leadership commitment will sustain the stated position.
Policy Critique
0.70
@theanonymousone9668
Mar 4, 2025
I feel like his math was off
I feel like his math was off
Expresses disagreement with mathematical or logical reasoning presented in the video, likely critiquing an argument made.
Policy Critique
0.70
@jacobburnett8467
Mar 4, 2025
Unfortunately Trump see it as no fair trade all this time. ?
Unfortunately Trump see it as no fair trade all this time. ?
Critique of Trump's approach to trade negotiations and fairness in international dealings.
@leogani4044
Mar 4, 2025
Ukraine needs to join Russia and stop fighting
Ukraine needs to join Russia and stop fighting
Brief statement advocating for policy change (Ukraine-Russia conflict resolution), though tangential to immigration topic.
Policy Critique
0.70
@dustinbennett5346
Mar 4, 2025
Justin’s a joke! Has everyone forgot about what he did to his own people years ago!!!!!!
Justin’s a joke! Has everyone forgot about what he did to his own people years ago!!!!!!
Criticism of Trudeau with vague reference to past wrongdoing presented without evidence, combining critique with unsubstantiated claim.
@kylefrost9314
Mar 4, 2025
Oh, you made your choice when you went and sat with all those Europeans that supported Zelensky
Oh, you made your choice when you went and sat with all those Europeans that supported Zelensky
Criticizes the Prime Minister's diplomatic choices and alignment with European positions, framing it as a problematic political decision.
@jessicamalacara826
Mar 4, 2025
Nothing wrong with reciprical tariffs, not one person has given me a argument against why its not fair yet?
Nothing wrong with reciprical tariffs, not one person has given me a argument against why its not fair yet?
Defends reciprocal tariffs as fair policy while implicitly requesting counterarguments.
@Sam-r8r9q
Mar 4, 2025
Trump full of shit !
Trump full of shit !
Brief dismissive criticism of Trump, though lacks substantive policy analysis.
Policy Critique
0.70
@KelvinTittle
Mar 4, 2025
Little castro needs to stfu hes a left wing corrupt pos Canadians would be smart to look into how much money he gets back
Little castro needs to stfu hes a left wing corrupt pos Canadians would be smart to look into how much money he gets back
Criticizes Trudeau with unsubstantiated claims about financial impropriety and ideological positioning.
@fredrictown
Mar 4, 2025
I feel that this may have gone over stronger with Mexico and Canada providing the same fight together.
I feel that this may have gone over stronger with Mexico and Canada providing the same fight together.
Suggests the government's approach would have been stronger with coordinated action from Mexico and Canada.
Policy Critique
0.70
@TexasRain104
Mar 4, 2025
It's nothing but a bad woke. Maybe Canada will wake up out of this bad woke !! W.E.F.
It's nothing but a bad woke. Maybe Canada will wake up out of this bad woke !! W.E.F.
Vague critique of 'woke' policies and invokes WEF conspiracy theory, combining policy criticism with misinformation.
BruceBuffett-zo8jn
Feb 26, 2026
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)