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
Well how about your trade being just as fair!!!
Well how about your trade being just as fair!!!
Critiques trade policy fairness, implying Canadian trade practices should be reciprocal or equally scrutinized.
@WilliamJones-u7i
Mar 4, 2025
Stupid governor truedue
Stupid governor truedue
Dismissive criticism of a political leader, though vague and lacking substantive policy analysis.
Policy Critique
0.70
@dodiebarillo5503
Mar 4, 2025
One country cannot be under the control and colonization of another if it wants to be more politically divisive
One country cannot be under the control and colonization of another if it wants to be more politically divisive
Critiques the concept of one country controlling another as incompatible with political independence.
@UniversalFreshair
Mar 4, 2025
Great speech, Trump is a moron
Great speech, Trump is a moron
Dismissive criticism of a political figure, though brief and lacking substantive policy analysis.
Policy Critique
0.70
@johnshoden5199
Mar 4, 2025
I honestly don’t think there’s a smart bone in trumps body. He’s a moron. Trumps a moron
I honestly don’t think there’s a smart bone in trumps body. He’s a moron. Trumps a moron
Criticizes Trump's intelligence and decision-making capacity through personal attacks.
Policy Critique
0.70
@kevinstevenson4425
Mar 4, 2025
What a loser..
What a loser..
Brief dismissive statement expressing disapproval of Trudeau, though minimal substantive content.
Policy Critique
0.70
@kyler-jl7nk
Mar 4, 2025
Windsor is just as bad as Brampton if not worse, I would do some interviews there not just about Indians but the overall downfall of Windsor Ontario, it’s gotten so bad
Windsor is just as bad as Brampton if not worse, I would do some interviews there not just about Indians but the overall downfall of Windsor Ontario, it’s gotten so bad
Critiques local conditions and governance while implying ethnic/immigrant causes for urban decline.
BrodieDuggan
Jan 27, 2026
its not a metropolis its just a spraawling suburb -- its just blends into all the other never ending suburbs of toronto!
its not a metropolis its just a spraawling suburb -- its just blends into all the other never ending suburbs of toronto!
Critiques urban planning and suburban sprawl characteristics of Toronto.
Policy Critique
0.70
akakak1637
Sep 27, 2025
The USA overheads we have right now are not educated enough to understand the line of crisis, nor how to be a stronghold leaders to save the USA from shame or impacts.
The USA overheads we have right now are not educated enough to understand the line of crisis, nor how to be a stronghold leaders to save the USA from shame or impacts.
Criticizes current US leadership's competence and ability to address national crises, focusing on governance failures.
Policy Critique
0.70
@ElizabethSingh-l3c
Mar 4, 2025
Bullshit is what it is
Bullshit is what it is
Brief dismissal of the situation as false/problematic, likely referring to government handling of immigration.
Policy Critique
0.70
nowayinhell91
Jan 28, 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
Trudeau should just shut up. We here in Canada hate every fiber of that village idiots being.
Trudeau should just shut up. We here in Canada hate every fiber of that village idiots being.
Expresses strong disapproval of Trudeau and his leadership, framed as criticism of the political figure.
Policy Critique
0.70
@bruceferguson1222
Mar 4, 2025
I hate to comment Canada is correct.
I hate to comment Canada is correct.
Brief statement expressing agreement with Canada's position on an unspecified policy matter, though context is limited.
Policy Critique
0.70
@MosesRai-j6x
Mar 4, 2025
Trump is reality tv star politic.
Trump is reality tv star politic.
Commenter makes a critical characterization of Trump's political style as entertainment-based rather than substantive governance.
@ivangoldberger289
Mar 4, 2025
Chuds will complain about Indian immigration but then still defend capitalism.
Chuds will complain about Indian immigration but then still defend capitalism.
Critiques perceived hypocrisy in complaints about immigration while defending capitalist systems.
Policy Critique
0.70
MrBorderlands123
Feb 7, 2026
Please explain to Governor Trudeau, of Canada, that when he puts on a Retaliatory Tariff on the U.S., our Reciprocal Tariff will immediately increase by a like amount!
Please explain to Governor Trudeau, of Canada, that when he puts on a Retaliatory Tariff on the U.S., our Reciprocal Tariff will immediately increase by a like amount!
Addresses tariff policy and retaliatory measures, critiquing the mechanics of trade policy.
Policy Critique
0.70
@pamelaodom8597
Mar 4, 2025
? wait so wouldn’t that mean he is choosing to do it to his people too? Saying trade wars don’t work is like saying sanctions in Russia won’t work either. Hahahahaha. He is almost gone …
? wait so wouldn’t that mean he is choosing to do it to his people too? Saying trade wars don’t work is like saying sanctions in Russia won’t work either. Hahahahaha. He is almost gone so he just doesn’t give a crap anymore
Questions the logic of trade war policy while using sarcasm, critiquing both the policy and the leader's motivation.
@ryugahydeki2
Mar 4, 2025
Donald is a total idiot.
Donald is a total idiot.
Brief criticism of a political leader's competence, functioning as policy-level critique despite minimal elaboration.
Policy Critique
0.70
@dutchvanderlinde5004
Mar 4, 2025
just don’t understand why these leaders like to come on the air and do nice talking to protect themselves. \nDon’t they witness how well Argentina J . done to his country.
just don’t understand why these leaders like to come on the air and do nice talking to protect themselves. \nDon’t they witness how well Argentina J . done to his country.
Criticizes leaders for public relations messaging while questioning their policy effectiveness, with a comparative reference to Argentina's approach.
@sganman1
Mar 4, 2025
Only illiterate works on cash... Just don't allow illiterate to enter canada
Only illiterate works on cash... Just don't allow illiterate to enter canada
Proposes a policy solution (literacy requirements for entry) based on an unverified claim linking illiteracy to cash-work, mixing policy suggestion with unsupported assertion.
kartikshiroya2270
Oct 21, 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)