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
Nothing will happen. Nothing.
Nothing will happen. Nothing.
Skeptical assertion that government enforcement efforts will be ineffective, critiquing policy implementation.
Policy Critique
0.70
B4its2L8guy
Feb 18, 2026
The liberals want the trade war not Trump Trump just wants to negotiate with a government with brains
The liberals want the trade war not Trump Trump just wants to negotiate with a government with brains
Partisan critique attributing trade war responsibility to Canadian liberals rather than Trump, analyzing government decision-making.
Policy Critique
0.70
@dwightqualie9264
Mar 4, 2025
The only province that has really done what Trump wants is Alberta.... the rest of what Trudeau is saying is bullshit,the 1.6 billion is over 6 yes ?
The only province that has really done what Trump wants is Alberta.... the rest of what Trudeau is saying is bullshit,the 1.6 billion is over 6 yes ?
Critique of Trudeau's claims as 'bullshit' with unverified assertion about Alberta's compliance and spending timeline.
@billyandmyboyzayn9128
Mar 4, 2025
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
A good part of me doesn't like this video and thinks tyler just capitalizes off what people want to hear. There's so many nice brown people why do we have to divide ourselves idk man.
Critiques the video creator's approach as divisive and pandering, while appealing to unity and fairness principles.
SrDerpTaco
Feb 5, 2026
Canada is a complete joke ?????????
Canada is a complete joke ?????????
Dismissive statement criticizing Canada's government or policies without specific substantive claims.
Policy Critique
0.70
@MagnaRads
Mar 4, 2025
this is disgusting
this is disgusting
Expresses moral disapproval of something in the video, likely related to immigration policy or government action.
Policy Critique
0.70
no0bbbb
Jan 27, 2026
You tax us we tax you say the whole truth
You tax us we tax you say the whole truth
Critique of tax policy and government honesty, suggesting incomplete disclosure of trade consequences.
Policy Critique
0.70
@coryblanton
Mar 4, 2025
Buddy in the bikes need to get different job
Buddy in the bikes need to get different job
Comment suggests employment change for an individual, implicitly critiquing their suitability for their current role.
Policy Critique
0.70
matthewporcel5431
Jan 27, 2026
Evil, Greed and Revenge lose from the very beginning. Our corrupt government is sitting on the sidelines watching the concept of their plan is exploding in their face.
Evil, Greed and Revenge lose from the very beginning. Our corrupt government is sitting on the sidelines watching the concept of their plan is exploding in their face.
Critiques government corruption and policy failure with vague claims about a plan 'exploding,' mixing moral judgment with unsubstantiated assertions.
@irenegarcia4982
Mar 4, 2025
Thank the liberals
Thank the liberals
Blames the Liberal government for immigration issues, critiquing their policy approach.
Policy Critique
0.70
@maxgames9043
Feb 19, 2026
A little too proactive the dear Trump. Unfortunately.
A little too proactive the dear Trump. Unfortunately.
Brief critique of Trump's proactive tariff approach as excessive or poorly timed.
Policy Critique
0.70
@grobsop6688
Mar 4, 2025
The liberal dream !
The liberal dream !
Dismissive characterization of immigration policy as 'the liberal dream' critiques government approach, with sarcastic undertone.
xaviermoreno2248
Feb 14, 2026
This guy trudeau is an empty vessel just like the little rat zelensky, we will see you fight with the giant rattle snake trudeau
This guy trudeau is an empty vessel just like the little rat zelensky, we will see you fight with the giant rattle snake trudeau
Criticism of Trudeau's leadership and comparison to other political figures, framing him as ineffectual in facing Trump.
@victoralbert191
Mar 4, 2025
Omg incompetence!
Omg incompetence!
Expresses criticism of government/institutional incompetence in handling immigration, though minimal elaboration.
Policy Critique
0.70
mosaitogo
Oct 4, 2025
So proud of Bisexual Trudeau, we finally catch him outside of a Taylor Swift concert, and after opening borders and taxing his own citizens for weather change
So proud of Bisexual Trudeau, we finally catch him outside of a Taylor Swift concert, and after opening borders and taxing his own citizens for weather change
Combines sarcastic criticism of Trudeau's policies (immigration, taxation) with identity-based mockery.
@webbs120
Mar 4, 2025
Because y'all are not toeing the mark
Because y'all are not toeing the mark
Vague criticism suggesting Canada is not following expected standards or rules ('not toeing the mark').
Policy Critique
0.70
@patoni860
Mar 4, 2025
Then stop giving fentanyl to patients in hospital
Then stop giving fentanyl to patients in hospital
Critiques government policy regarding pharmaceutical distribution in hospitals, though connection to immigration video is unclear.
Policy Critique
0.70
@celiaamaral5058
Mar 4, 2025
but this is only happening cause of you
but this is only happening cause of you
Blames the current leader for a problem, implying responsibility for a policy failure without elaboration.
@MikeLeger-s2z
Mar 4, 2025
I'm sorry to break the news to everybody, but if we end up in world war III we need russia on our side. Plain and simple. NO OTHER WAY AROUND IT.
I'm sorry to break the news to everybody, but if we end up in world war III we need russia on our side. Plain and simple. NO OTHER WAY AROUND IT.
Critiques geopolitical strategy regarding Russia alignment in potential conflict, framed as pragmatic policy analysis.
@thewiseguy3529
Mar 4, 2025
Clearly, he’s not the brightest ??♀️
Clearly, he’s not the brightest ??♀️
Brief dismissive comment questioning Trump's intelligence as a form of political criticism.
Policy Critique
0.70
@taushaanderson8439
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)