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
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
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
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
Interesting that you focus on the cost of removal rather than the cost of fake asylum seekers (fraudsters) coming or staying.
Interesting that you focus on the cost of removal rather than the cost of fake asylum seekers (fraudsters) coming or staying.
Critiques media framing by suggesting focus should be on 'fake asylum seekers' rather than removal costs, with an implicit unverified claim about fraud.
juanjohnrico
Dec 31, 2025
Canada is ran by a tyrannical government ??
Canada is ran by a tyrannical government ??
Makes a critical claim about Canadian government being tyrannical, combining policy critique with alarmist framing.
@tyajjjjjjjjy
Mar 4, 2025
Imagine having a real leader still
Imagine having a real leader still
Expresses dissatisfaction with current leadership quality, implying criticism of governance without specific policy details.
@MikeYetter-tv5mn
Mar 4, 2025
❤simple fix: Refugees must apply for refugee status outside of Canada. Millions of bogus cases, too little is being done.
❤simple fix: Refugees must apply for refugee status outside of Canada. Millions of bogus cases, too little is being done.
Proposes a policy solution while making an unsubstantiated claim about 'millions of bogus cases' without evidence.
mightypaws2645
Dec 30, 2025
Didn’t this guy destroy Canada lol
Didn’t this guy destroy Canada lol
Questions the effectiveness or impact of a political leader's policies on Canada.
Policy Critique
0.75
@YouzaFugazi
Mar 4, 2025
Please understand.. thats a Nice Speach, at least it would be if he actually meant any of it, understand hes a Compulsive Liar and rarely if ever, does anything he states, usually its the exact …
Please understand.. thats a Nice Speach, at least it would be if he actually meant any of it, understand hes a Compulsive Liar and rarely if ever, does anything he states, usually its the exact opposite in fact... a whole lot of blee bla bla blee blee... a** h*** .... in my opinion
Criticizes a political figure as dishonest and ineffective, with unsubstantiated claims about compulsive lying and broken promises.
@blableebleebla
Mar 4, 2025
Incorrect! Our moronic president and his goons launched a trade war.
Incorrect! Our moronic president and his goons launched a trade war.
Critiques Trump administration's trade war policy while using inflammatory language ('moronic president').
@abaddon181
Mar 4, 2025
Sorry but I disagree with Trudeau. The word Smart is never associated with Trump. Only words like stupid, dumb, bully, racist and narcissistic described him.
Sorry but I disagree with Trudeau. The word Smart is never associated with Trump. Only words like stupid, dumb, bully, racist and narcissistic described him.
Commenter disagrees with Trudeau's characterization of Trump, offering critical commentary on political figures and their descriptions.
Policy Critique
0.75
@siewgantan7202
Mar 4, 2025
Trump just wants more tax money from Americans. The excuse of business and border control were just to get us to get things done for him. Time to annex the states and make them suffer …
Trump just wants more tax money from Americans. The excuse of business and border control were just to get us to get things done for him. Time to annex the states and make them suffer for trumps idiotic plans
Critiques Trump's tax and policy motivations while sarcastically calling for annexation as a form of protest.
@TheTrueMilery
Mar 4, 2025
Not high enough
Not high enough
Brief expression that deportation numbers are insufficient, implying criticism of current policy as too lenient.
Policy Critique
0.75
keyguy4752
Dec 29, 2025
I don't want the government doing my taxes thank you
I don't want the government doing my taxes thank you
Expresses opposition to a specific government policy (tax filing services), though tangentially related to immigration discourse.
Policy Critique
0.75
MaureenJago
Jan 3, 2026
I’m sorry the guy we elected is smart, but does dumb things. This is going to hurt everyone.
I’m sorry the guy we elected is smart, but does dumb things. This is going to hurt everyone.
Criticizes the elected leader's policy decisions as harmful, framed through personal regret about the election outcome.
@MrPhillip2
Mar 4, 2025
Focus on family creation not wage suppression.
Focus on family creation not wage suppression.
Critiques government priorities, arguing policy should focus on family formation rather than wage suppression, framing immigration as economically harmful.
warfarenotwarfair5655
Jan 3, 2026
It is time to understand Trump only exposes pretext that aren't really his concerned he just want to have an excuse to do what he wants to do and this is grabbing some resources punching …
It is time to understand Trump only exposes pretext that aren't really his concerned he just want to have an excuse to do what he wants to do and this is grabbing some resources punching external allies etcetera it is time to understand that nothing will please Donald Trump government so it is time to bypass America this is very sad for some of us that have made business with American businesses and companies it is not easy it is not good to overnight rethink everything because of that guy in the White House
Analyzes Trump's motivations and policies as self-serving resource-grabbing, with economic concerns about business disruption.
@EDDGC
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)