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
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
Well done, maybe 350% is reasonable at some point
Well done, maybe 350% is reasonable at some point
Cryptic comment suggesting skepticism about a policy metric (possibly immigration numbers), implying current levels are excessive.
Policy Critique
0.70
@BowWowVideo
Mar 4, 2025
Trump full of shit !
Trump full of shit !
Brief dismissive criticism of Trump, though lacks substantive policy analysis.
Policy Critique
0.70
@KelvinTittle
Mar 4, 2025
“We two fighting is exactly what our opponents around the world want to see.” Unfortunately, I suspect that is exactly why Trump is doing this.
“We two fighting is exactly what our opponents around the world want to see.” Unfortunately, I suspect that is exactly why Trump is doing this.
Critiques Trump's strategic decision-making as deliberately divisive and harmful to national interests.
Policy Critique
0.70
@johnjulianelle4392
Mar 4, 2025
Nothing wrong with reciprical tariffs, not one person has given me a argument against why its not fair yet?
Nothing wrong with reciprical tariffs, not one person has given me a argument against why its not fair yet?
Defends reciprocal tariffs as fair policy while implicitly requesting counterarguments.
@Sam-r8r9q
Mar 4, 2025
Oh, you made your choice when you went and sat with all those Europeans that supported Zelensky
Oh, you made your choice when you went and sat with all those Europeans that supported Zelensky
Criticizes the Prime Minister's diplomatic choices and alignment with European positions, framing it as a problematic political decision.
@jessicamalacara826
Mar 4, 2025
trump is garbage president
trump is garbage president
Expresses negative judgment of a political leader, though brief and lacking substantive policy analysis.
Policy Critique
0.70
@ronaldocutterman4848
Mar 5, 2025
USA should be isolated from rest of the world
USA should be isolated from rest of the world
Advocates for isolationist policy toward the USA, expressing concern about international engagement.
@naturallydrunk
Mar 4, 2025
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
This Canadian minister is a liar and his people dont like him either.
This Canadian minister is a liar and his people dont like him either.
Makes a critical claim about Trudeau's credibility and public support without substantive policy analysis.
Policy Critique
0.70
@iglives4150
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
18,048, basically NOTHING.
18,048, basically NOTHING.
Dismissive critique of a statistic or policy measure as insufficient, implying inadequate government action.
Policy Critique
0.70
jpb4264
Dec 29, 2025
I get all the commentary lifting Trudeau up but when i heard that he is like on his last couple of days of his term i couldn't help but feel that noone so far anyways …
I get all the commentary lifting Trudeau up but when i heard that he is like on his last couple of days of his term i couldn't help but feel that noone so far anyways has come out and let lose with the hard hitting, proper Grammer and clean nice language be dammed, no not anyone to speak to this wannabe hard guy which this guy absolutely is not - trust me , and i get it he is 80 years old, but if you watch him in his 60s and 50's and going back to his youth he never could bust a grape; just all bluster , daddy's money, and when it came time to pay some rent .. he'd pay someone else to do it. A coward thru and thru.
Critiques the outgoing Prime Minister's character and leadership style, with personal observations about his past behavior.
@rickbonamassa3045
Mar 4, 2025
There is a strong possibility that the majority of such non compliant students as reported by the education institutes must have joined better education institutes as the IRCC doesn't really keep a good track of …
There is a strong possibility that the majority of such non compliant students as reported by the education institutes must have joined better education institutes as the IRCC doesn't really keep a good track of such students and they also do not have any such coordinating tool to see who have gone to other schools because many such schools/ institutes are the private colleges or institutes which are total sham with nexus with the bureaucrats and the politicians.
Critiques IRCC tracking systems and private education institutes while making unverified claims about corruption and coordination failures.
globalcitizen6340
Sep 29, 2025
No point deal with USA , if craziness USA continue better direct cut empty business with shift direction 360 degree shift to other nations
No point deal with USA , if craziness USA continue better direct cut empty business with shift direction 360 degree shift to other nations
Argues against US engagement due to perceived instability, advocating for trade redirection to other nations as policy criticism.
@hermannsoong3826
Mar 4, 2025
Trump sucks!!
Trump sucks!!
Brief negative statement about Trump's leadership, though minimal detail provided.
Policy Critique
0.70
@victoriatanner4654
Mar 4, 2025
Stop your propaganda!
Stop your propaganda!
Accusation of propaganda suggests criticism of government messaging or policy presentation, though vague.
Policy Critique
0.70
Jan-fx2ny
Jul 3, 2025
Ukraine needs to join Russia and stop fighting
Ukraine needs to join Russia and stop fighting
Brief statement advocating for policy change (Ukraine-Russia conflict resolution), though tangential to immigration topic.
Policy Critique
0.70
@dustinbennett5346
Mar 4, 2025
Not a single mention of them stopping the money laundering from the drug cartels though.
Not a single mention of them stopping the money laundering from the drug cartels though.
Critiques government policy for failing to address money laundering, implying a specific factual claim without evidence but primarily framed as policy oversight.
@craigerjacks2582
Mar 4, 2025
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
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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