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
Canada has been doing it for years, so stop complaining
Canada has been doing it for years, so stop complaining
Dismisses complaints by pointing out Canada's longstanding practice, implying hypocrisy in criticism.
Policy Critique
0.75
hamzanasih3581
Dec 10, 2025
Quantifiable evidence that illegality is overwhelming the system otherwise we should do nothing ? Is Vassey ok? Should we stop arresting and prosecuting criminals and murderers until we know statistically how bad can they be? …
Quantifiable evidence that illegality is overwhelming the system otherwise we should do nothing ? Is Vassey ok? Should we stop arresting and prosecuting criminals and murderers until we know statistically how bad can they be? Get a life Vassey.
Challenges a content creator's argument about needing statistical evidence before action, advocating for stricter enforcement.
ericc8269
Feb 24, 2026
A leader that only focuses on his facial expressions and dialogue delivery doesn't deserve to lead and comes across as highly disingenuous
A leader that only focuses on his facial expressions and dialogue delivery doesn't deserve to lead and comes across as highly disingenuous
Critiques Trudeau's leadership style and authenticity, questioning his fitness to lead based on presentation.
Policy Critique
0.75
@Anday-wala-bunkabab
Mar 4, 2025
Governor you were already charging American businesses to sell their products in the 51st state. So when we want to do the same thing you are already doing you don't like it.
Governor you were already charging American businesses to sell their products in the 51st state. So when we want to do the same thing you are already doing you don't like it.
Critiques Canadian trade practices by comparing them to US tariff actions, arguing for reciprocal treatment.
@johnbingham3446
Mar 4, 2025
Totally non-sense trump...what a hell is going on usa?
Totally non-sense trump...what a hell is going on usa?
Expresses disapproval of Trump's policies and actions using dismissive language ('nonsense').
Policy Critique
0.75
@videoradeon
Mar 4, 2025
Our Kompromised government WILL be held accountable for this.
Our Kompromised government WILL be held accountable for this.
Criticizes government as compromised and calls for accountability, though vague about specific issues.
@Drizzleize
Mar 4, 2025
Implement visa system for americans
Implement visa system for americans
Proposes a specific policy change (visa system for Americans) as a critique of current immigration policy.
naturebc
Dec 9, 2025
What a useless expert lol. It only applies for travelers that are staying more than 30 days.
What a useless expert lol. It only applies for travelers that are staying more than 30 days.
Dismisses an expert's credibility while questioning the scope of a policy rule, combining skepticism with clarification about applicability.
peterf4719
Dec 9, 2025
You can give an intelligent speech but if the people who need to hear you are part of a mass cult, your words fall on deaf ears. Sadly, the only people listening already agree with …
You can give an intelligent speech but if the people who need to hear you are part of a mass cult, your words fall on deaf ears. Sadly, the only people listening already agree with you.
Critiques the ineffectiveness of rational political speech when audiences are ideologically entrenched.
Policy Critique
0.75
@YoMamasCasa
Mar 4, 2025
Anything is higher than zero
Anything is higher than zero
Implies current deportation numbers are inadequate, critiquing policy insufficiency.
Policy Critique
0.75
jonontube
Dec 25, 2025
Just stop bringing in immigrants who just want to use this beautiful country somethings are true what new comers are doing and not everything YOU OUR PRIMINISTER KNOWS ABOUT
Just stop bringing in immigrants who just want to use this beautiful country somethings are true what new comers are doing and not everything YOU OUR PRIMINISTER KNOWS ABOUT
Criticizes immigration policy and suggests newcomers have negative intentions, with vague unsubstantiated claims about immigrant behavior.
@joysankat2883
Mar 4, 2025
What a lovely victim mentality by Chinada Prime minister!?
What a lovely victim mentality by Chinada Prime minister!?
Criticizes Trudeau's stance as victim mentality while using a derogatory nickname for Canada, blending policy critique with identity framing.
@RetoVon
Mar 4, 2025
I see comments from many. How are Republican right playing this. Do they actually think Elon and Trump are making America great. Learn to speak Russian and Chinese. Trumps legacy after he strokes out will …
I see comments from many. How are Republican right playing this. Do they actually think Elon and Trump are making America great. Learn to speak Russian and Chinese. Trumps legacy after he strokes out will be with us even after the jokes, the commentary and documentaries have lost interest.\nYou have an enemy within.
Critiques Republican/Trump policies and expresses concern about America's strategic direction and internal threats.
@veryloosevowels6830
Mar 4, 2025
Right you are, Trump has to learn the hard way what it means to screw his friends and throw contracts in the trash! We're stopping all cooperation, then we'll see who can do it better: …
Right you are, Trump has to learn the hard way what it means to screw his friends and throw contracts in the trash! We're stopping all cooperation, then we'll see who can do it better: sit it out and wait!
Criticizes Trump's treatment of allies and contracts while advocating for Canadian economic retaliation and non-cooperation.
@Klartext2024
Mar 4, 2025
Good, just make sure the ones which are of value for Canada stay.
Good, just make sure the ones which are of value for Canada stay.
Critiques immigration policy by suggesting selective retention based on perceived economic value to Canada.
Policy Critique
0.75
darthvader9203
Jan 20, 2026
This crazy this man causing all this bull man he wrong
This crazy this man causing all this bull man he wrong
Expresses disapproval of a political figure's actions and leadership, though expressed informally.
Policy Critique
0.75
@thebest.gaming2894
Mar 4, 2025
Immigration is something else Libtart ruined
Immigration is something else Libtart ruined
Blames a political group (Liberals) for immigration policy failures, combining partisan criticism with identity-based framing.
peterbutz642
Feb 23, 2026
Liberal Mess continues
Liberal Mess continues
Criticism of Liberal government policies framed as mismanagement, though vague in specifics.
Policy Critique
0.75
goodpost256
Feb 27, 2026
Ten years of liberals that’s why
Ten years of liberals that’s why
Blames the Liberal government for immigration problems, attributing responsibility to a decade of their governance.
Jumboisback-j1p
Jan 19, 2026
i dont undeerstand as why anyone would against stopping bogus asylums claimants to receive govt benefits. This country needs more mental health doctors.
i dont undeerstand as why anyone would against stopping bogus asylums claimants to receive govt benefits. This country needs more mental health doctors.
Questions opposition to denying benefits to bogus asylum claimants and raises a separate concern about healthcare resources.
yoIvanshika
Feb 24, 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)