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
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll …
I agree many things, but not agreeing to “ not paying tax”, “not working hard” & “just cross the border illegally”, most new Brampton residents pay high taxes as most work at jobs and payroll money comes after tax. Maybe minor fraction like (0.01%) might be working in cash not paying tax. It’s just their frustration speaking. Almost all Indian immigrants are not refugee that they come free to Canada and live in hotels for free. Indian immigrants are economic immigrants, who came here legally with investing big money and working in country and giving back. Most people in this video are confusing refugee with Indian immigrants. Indian immigrants don’t get any extra benefits than any other Canadians, even gets less or exploited by locals…
Defends Indian immigrants against stereotypes with specific claims about tax payment and legal status, while critiquing conflation of refugee and economic immigrant categories.
youtubeprime-r2t
Nov 25, 2025
Pay the war bills canada if you want more war by zeleneky?
Pay the war bills canada if you want more war by zeleneky?
Critiques Canadian military spending/war involvement while questioning the rationale, mixing policy skepticism with an information-seeking tone.
@techytrendysolutions6063
Mar 4, 2025
But Donald couldn't give s monkeys
But Donald couldn't give s monkeys
Dismissive critique suggesting Trump/Donald is indifferent to the policy or action being discussed.
Policy Critique
0.72
@ronstriebig2749
Mar 4, 2025
All you have to do is send someone there who is intelligent who can make proper negotiations. There is no war going on, but of course that makes you sound important.
All you have to do is send someone there who is intelligent who can make proper negotiations. There is no war going on, but of course that makes you sound important.
Critiques current approach to negotiations and suggests intelligent leadership as alternative, dismissing the severity of the situation.
@ThelWhitefeather
Mar 4, 2025
seems uturned already because canada said fuck you
seems uturned already because canada said fuck you
Critiques Canada's response or policy stance as dismissive or inadequate, though expressed colloquially.
Policy Critique
0.72
@ianrob4760
Mar 4, 2025
Yes, don’t trust the government of Canada or any other country that wants to select immigrants based on what they can contribute to the country in the long term.
Yes, don’t trust the government of Canada or any other country that wants to select immigrants based on what they can contribute to the country in the long term.
Expresses distrust of government selection criteria for immigrants, critiquing merit-based immigration policy.
bigbubba4314
Nov 22, 2025
Well, he is finally behaving like a PM. ?
Well, he is finally behaving like a PM. ?
Brief approval of Trudeau's recent behavior as Prime Minister, implying previous criticism of his performance.
Policy Critique
0.72
@animeloverfan18
Mar 4, 2025
Trump bullyings tactics are working
Trump bullyings tactics are working
Brief critique of Trump's negotiation tactics as bullying, evaluating their effectiveness.
Policy Critique
0.72
@emmanuelcardenas6830
Mar 4, 2025
Maybe no one wants to live in Quebec
Maybe no one wants to live in Quebec
Critiques Quebec's attractiveness as an immigration destination, implying policy or cultural issues.
usmlestep1-g7n
Feb 14, 2026
Its Like Integration isnt working world wide Funny how WE still need landlines and think WE are different races
Its Like Integration isnt working world wide
Funny how WE still need landlines and think WE are different races
Critiques integration policy outcomes globally while making identity-based observations about racial categories and technology use.
manyfails
Jan 27, 2026
So the Hindu bloke claims all religions are the same. So why do they have so many statues of different gods. Ganesh the elephant is the most interesting. I guess they forgot why the Sikhs …
So the Hindu bloke claims all religions are the same. So why do they have so many statues of different gods. Ganesh the elephant is the most interesting. I guess they forgot why the Sikhs separated from Hinduism. They have never gotten along in India. The Sikhs were murdered by both Muslims and Hindus. But in America they can sell their BS stories and no one questions. RocaNews just did not ask the right questions.
Critiques religious/cultural narratives presented in the video and questions whether proper scrutiny occurred, combining skepticism with implicit policy concerns.
apologiamixer
Nov 6, 2025
A border is between country's thats ment the control on americas sites sucks (too)
A border is between country's thats ment the control on americas sites sucks (too)
Critiques border control policy and its implementation, though expressed unclearly.
Policy Critique
0.72
@johnvanmaanen7997
Mar 4, 2025
Don’t be a cry baby! Pay your fair share? ??????
Don’t be a cry baby! Pay your fair share? ??????
Dismissive criticism of complaint about fairness, suggesting others should pay their share without elaborating on specifics.
Policy Critique
0.72
@bertdamian9430
Mar 4, 2025
Every leader is playing into trumps hands!! People everywhere do not understand narcissistic personality disorder. By every leader, media reports talking about him phoning him pleading with him is all fuel!!!!This also tells his narcissism …
Every leader is playing into trumps hands!! People everywhere do not understand narcissistic personality disorder. By every leader, media reports talking about him phoning him pleading with him is all fuel!!!!This also tells his narcissism everyone is under control!! This makes him feel powerful! Society really needs to learn about narcissists. This situation calls for leaders to ignore him do not call him media needs to drop stories!! But society has been so heavily influenced by narcissism it just can’t let go of the profits this whole shit show is going to create. Oh and by the way all these politicians are narcissists as well and now this has threatened their control. And guess who gets to go along for the ride and the chaos they create.
Critiques leaders' and media's response strategies to Trump, arguing they should ignore him rather than engage, while analyzing narcissistic personality dynamics.
@MelissaDinicola-r2s
Mar 4, 2025
They need to look into this if there is a visa scam going on that is bringing so many of them. In US there is already one H1-B visa scam that is in the process …
They need to look into this if there is a visa scam going on that is bringing so many of them. In US there is already one H1-B visa scam that is in the process of being unearthed.
Calls for government investigation into alleged visa fraud scheme, presenting a specific factual claim without evidence while critiquing policy enforcement.
BrainiacLanesmith
Jan 27, 2026
Liberalism at its finest.
Liberalism at its finest.
The comment dismisses immigration policy as 'Liberalism at its finest,' framing it as ideological critique of government approach.
ivanvas55
Jan 28, 2026
What would a person expect from a multi bankrupt fraudulent business man
What would a person expect from a multi bankrupt fraudulent business man
Questions Trump's credibility based on his business history of bankruptcies and fraud, critiquing his fitness for leadership.
Policy Critique
0.72
@philiptyson4000
Mar 4, 2025
What about the health care all the infrastructure education. They must go home
What about the health care all the infrastructure education. They must go home
Critiques immigration policy by questioning infrastructure capacity and implicitly calling for deportation of immigrants.
TrennaHardie
Nov 2, 2025
Just kick them out a lot of them come here take out loans take that money ship it home and move back
Just kick them out a lot of them come here take out loans take that money ship it home and move back
Calls for deportations while making an unverified claim about immigrants taking loans and leaving.
PinkBlondeBarbiexo
Dec 29, 2025
Harsh language?? Trump said a million times for almost all politicians they are crooked, dumb.... and he lied. Trudo said truth
Harsh language?? Trump said a million times for almost all politicians they are crooked, dumb.... and he lied. Trudo said truth
Defends Trudeau's language as truthful compared to Trump's rhetoric, critiquing both leaders' communication styles.
@dinos2119
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)