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
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
We all know trump is dump blame who put him in office the worst for this country
We all know trump is dump blame who put him in office the worst for this country
Criticizes Trump and those who elected him as harmful to the country, blending policy critique with moral judgment.
@lilliantorres112
Mar 4, 2025
Very well spoken
Very well spoken
Brief compliment on Trudeau's communication skills and eloquence, implicitly endorsing his presentation.
Policy Critique
0.70
@jameshoback585
Mar 4, 2025
With the Wizard of OZ and his flying monkeys trying to make Objectivity (1+1=2) Forbidden, then it should be no surprise that the Minister's real incompetence is merely hiding Systemic LIEberals corruption. To err is …
With the Wizard of OZ and his flying monkeys trying to make Objectivity (1+1=2) Forbidden, then it should be no surprise that the Minister's real incompetence is merely hiding Systemic LIEberals corruption.
To err is human, but to hide it is LIEberal 🏴☠️
Uses sarcastic wordplay and metaphor to critique Liberal government corruption and ministerial incompetence.
RobertPietrobono
Feb 26, 2026
Maybe you should investigate what’s happening with the billionaires of the world and that corruption
Maybe you should investigate what’s happening with the billionaires of the world and that corruption
Redirects focus from immigration to broader systemic corruption and billionaire exploitation, suggesting misplaced priorities in media coverage.
sophia__743
Feb 5, 2026
Trudeau resigned because his cabinet and the majority of Canadians know he is incompetent so why is he still speaking on behalf of Canadians?
Trudeau resigned because his cabinet and the majority of Canadians know he is incompetent so why is he still speaking on behalf of Canadians?
Criticizes Trudeau's legitimacy to speak for Canadians given his resignation, with an unverified claim about cabinet/majority opinion driving his departure.
@Andrew-l8g8s
Mar 4, 2025
Carney should get lost
Carney should get lost
Dismissive statement directed at a government official (Carney), expressing disapproval of their position or actions on immigration.
Policy Critique
0.70
alexcher4606
Jan 19, 2026
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
Yes that's right trudeau called Us and now disrespecting
Yes that's right trudeau called Us and now disrespecting
Criticizes government leadership (Trudeau) for allegedly disrespecting citizens, framed as policy/leadership failure.
Hug_Me_Nice
Jan 1, 2026
This guy is a crook, you got to be a dumb mother Tucker to believe anything g this guy says
This guy is a crook, you got to be a dumb mother Tucker to believe anything g this guy says
Dismisses credibility of political leader and implies dishonesty, critiquing trustworthiness in governance.
Policy Critique
0.70
@MarkJones-x6o
Mar 4, 2025
Stupid ppl in the gov
Stupid ppl in the gov
Brief criticism of government officials without elaboration or specific policy reference.
Policy Critique
0.70
@gregmcqueen4540
Mar 4, 2025
future prime ministers should speak french to usa presidents
future prime ministers should speak french to usa presidents
Comment critiques the language policy expectation for Canadian prime ministers in diplomatic contexts.
Policy Critique
0.70
@clement2780
Mar 4, 2025
Excellent discussion, hard to believe we here in NS, support so many terrible politicians.
Excellent discussion, hard to believe we here in NS, support so many terrible politicians.
Expresses criticism of politicians and governance in Nova Scotia, framed as a discussion response.
Policy Critique
0.70
ryanwhite258
Feb 26, 2026
It is not even about drugs, they don't care about drugs or people. It is about power and money.
It is not even about drugs, they don't care about drugs or people. It is about power and money.
Critiques government motives as being about power and money rather than stated policy goals, making an unsubstantiated claim about intent.
@pjack2196
Mar 4, 2025
there is one way to solve this problem and that is financial punishment for rule breaking. it's the only thing these people understand. and i think whoever opened the flood gates understands this very well …
there is one way to solve this problem and that is financial punishment for rule breaking. it's the only thing these people understand. and i think whoever opened the flood gates understands this very well also
Criticizes immigration policy enforcement and suggests intentional mismanagement by authorities.
hollyhabanero117
Feb 7, 2026
As a Canadian...\nNot good
As a Canadian...\nNot good
Self-identified Canadian expressing disapproval of government policy or position.
@timtrainage
Mar 4, 2025
Trudeau is lying! Trump is NOT a very smart guy!?
Trudeau is lying! Trump is NOT a very smart guy!?
Accuses Trudeau of dishonesty and critiques Trump's intelligence, combining political criticism with skepticism of leadership claims.
Policy Critique
0.70
@SteffenSkov
Mar 4, 2025
Your no friend the Canadian people are did they already told you they want you gone so but you have to say don't matter You don't even make vehicles and you tariff our vehicles do …
Your no friend the Canadian people are did they already told you they want you gone so but you have to say don't matter You don't even make vehicles and you tariff our vehicles do you need us a lot more than we need you And as far as pooling goes yes he's a dictator and not a good person but he also did want he had to do for his country since NATO kept moving east after promising not to and yet we still try to help you trade and they want to try to be tough guys like you how's that working for both of you
Critiques trade policy, tariffs, and geopolitical positioning while comparing Canada's position relative to the US and NATO dynamics.
@kevinalves7176
Mar 4, 2025
Jws bnkrs really did canada dirty..
Jws bnkrs really did canada dirty..
Blames unspecified 'bankers' (likely a conspiracy reference) for Canada's immigration problems, mixing vague policy critique with conspiratorial framing.
ilmsnti1357
Jan 27, 2026
justin trudo messed us up
justin trudo messed us up
Blames Prime Minister Trudeau for negative outcomes related to immigration policy.
Policy Critique
0.70
itacolton
Feb 19, 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)