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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
Page 253 of 299
Poilievre has been screaming about this and all MSM did was deny, deny, deny. It didn’t go unnoticed. It was ignored for far too long.
Poilievre has been screaming about this and all MSM did was deny, deny, deny. It didn’t go unnoticed. It was ignored for far too long.
Criticizes mainstream media for ignoring a political figure's warnings about immigration issues.
@AAnnie...Iamokay Feb 20, 2026
Trump isn’t a smart man. But he is a man baby who loves to be told he’s a smart man, which is why other leaders do it. \n\nI do wonder what the end game is. …
Trump isn’t a smart man. But he is a man baby who loves to be told he’s a smart man, which is why other leaders do it. \n\nI do wonder what the end game is. Trump wants to make Canada the 51st state (to get the natural resources and despoil the country by drilling for oil). Does he really imagine that this is going to endear Canadians to America. Is he planning to deteriorate the relationship so that eventually he invades Canada? Because the tariffs make absolutely no sense for the reasons Trump has given.
Critiques Trump's intelligence and tariff policy while presenting unverified claims about hidden intentions (annexation, resource exploitation) and expressing invasion anxiety.
@LeoDragon34 Mar 4, 2025
Bullshit stop sending money to Ukraine and invest in Canada
Bullshit stop sending money to Ukraine and invest in Canada
Critiques government spending priorities, arguing funds should shift from Ukraine aid to domestic Canadian investment.
@NavedUsmani-r7k Mar 4, 2025
You just have to watch how people drive in India! It is not a no brainer! The Canadian government t needs to make sure they make these bad drivers to be accountable. The liberal government …
You just have to watch how people drive in India! It is not a no brainer! The Canadian government t needs to make sure they make these bad drivers to be accountable. The liberal government is responsible because of their laws. Criminals running rampant and doing what they want, because there is no consequences! THANK YOU LIBERALS🤡🤡🤡🤡
Criticizes government policy and law enforcement accountability while expressing concerns about driver behavior and crime.
tg2535 Jan 27, 2026
Trudeau has no credibility. He's a lame duck... And actually never had any credibility especially because he made his relationship with Trump a mess (knowing he had chances to become 47th). Make a poll, and …
Trudeau has no credibility. He's a lame duck... And actually never had any credibility especially because he made his relationship with Trump a mess (knowing he had chances to become 47th). Make a poll, and I'm pretty sure support for Ukraine is nowhere near this excuse for a prime says.
Criticizes Trudeau's credibility and handling of US relations, with unsubstantiated claim about public support for Ukraine.
@mike_le_petit_bonhomme Mar 4, 2025
Any words from Trudeau covered by CNN is mush at this point. Both are garbage..
Any words from Trudeau covered by CNN is mush at this point. Both are garbage..
Dismisses both Trudeau and CNN coverage as unreliable, critiquing political leadership and media credibility.
@anthonyzepeda31 Mar 4, 2025
Why is there such an imbalance of payments between so called friendly countries. You may not like what Trump is trying to do, balance the offset, but you did set up the imbalance in the …
Why is there such an imbalance of payments between so called friendly countries. You may not like what Trump is trying to do, balance the offset, but you did set up the imbalance in the first place so this is karma. Trudeau was out before this started so he knows he will not have to sort the mess out he is now creating.
Critique of trade imbalances and Trudeau's policies, with comparative framing about Trump's approach and consequences.
@DavidBarlow-x2e Mar 4, 2025
Now you all think TURDeau is a hero. Nope. He's still a ZERO.
Now you all think TURDeau is a hero. Nope. He's still a ZERO.
Dismissive critique of Trudeau using wordplay ('TURDeau'/'ZERO'); combines sarcasm with policy rejection.
@JasonWebb_369 Mar 4, 2025
Y know what is really stupid? Are the American businesses ready for Canadian goods,parts and materials replacements? Of coarse no.THEN WHY Redhair freak started the trade war now? He set Americans same way as he …
Y know what is really stupid? Are the American businesses ready for Canadian goods,parts and materials replacements? Of coarse no.THEN WHY Redhair freak started the trade war now? He set Americans same way as he does with Canadians.Then who really needs it ? HIM.THAT REDHAIR FOOL IN ORDER TO PERFORM ON VIDEOCAMERAS ONE MORE DAY showing own toughness.He would rather show it to his wife and kids conservative way he likes.
Criticizes Trump's trade war policy as economically illogical and motivated by personal performance rather than genuine strategy.
@raneesudim2248 Mar 4, 2025
Safe 3rd party - turn them back to the USA - they are illegal
Safe 3rd party - turn them back to the USA - they are illegal
Advocates for specific policy (Safe Third Country rule, deportation) while making unverified claim about legal status.
RobertTorontoYYZ Jan 5, 2026
Imagine what we could do if we stopped send BILLIONS to the Ukraine !
Imagine what we could do if we stopped send BILLIONS to the Ukraine !
Critiques government spending priorities by comparing immigration/refugee spending to foreign aid, with an implicit claim about budget allocation.
AndyT-se9us Jan 11, 2026
You're taking in the shyte of India...cuz of this unfortunately the skilled Indians (who really contribute to society and engage to integrate with Canadian culture) are getting kicked out
You're taking in the shyte of India...cuz of this unfortunately the skilled Indians (who really contribute to society and engage to integrate with Canadian culture) are getting kicked out
Criticizes immigration policy for admitting undesirable immigrants while inadvertently excluding skilled ones, with identity-based framing.
doshanriches1 Jan 27, 2026
This has been happening for decades. STOP implying this is a new issue. Also, STOP with the TDS. 😡
This has been happening for decades. STOP implying this is a new issue. Also, STOP with the TDS. 😡
Critiques media framing of immigration as a new issue and dismisses the video's approach, combining policy skepticism with commentary on the video itself.
vanta_nox90 Jan 5, 2026
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Lost Canadians to add more tax to pay off pension . Usual gimmicks . One or other way they will find a way to meet the immigration targets .
Critique of government using immigration targets and taxation as connected policy mechanisms, with unsubstantiated causal claim.
davidjohn005 Jan 14, 2026
Trump will renege on any deal he makes if he thinks he can get more. As described in the title of his niece’s book about him “ Too much but never enough”
Trump will renege on any deal he makes if he thinks he can get more. As described in the title of his niece’s book about him “ Too much but never enough”
Critiques Trump's negotiating reliability by referencing his niece's book characterization, combining personal critique with cited source.
@Rex-l2t Mar 4, 2025
This is Trump's attempt at a hostile takeover of Canada as if it can be done the same as venture capitalism.
This is Trump's attempt at a hostile takeover of Canada as if it can be done the same as venture capitalism.
Critiques Trump's approach as a hostile takeover attempt, framing it as a threat to Canadian sovereignty.
@ComeCleanAmerica Mar 4, 2025
We love honest journalism like this I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
We love honest journalism like this I mean alot of ppl aren't even qualified to be in Canada, most of them can't communicate properly in english
Criticizes immigration standards and language qualifications of admitted immigrants, making broad claims about competency without evidence.
Spicyketchup04 Jan 27, 2026
I think Trump doesn't like Trudeau and this is why he is really doing this. Hopefully with new leadership the tarriffs will be lifted.
I think Trump doesn't like Trudeau and this is why he is really doing this. Hopefully with new leadership the tarriffs will be lifted.
Speculates about Trump's personal motivations for tariffs and expresses hope for policy change under new leadership.
@heatherM-98 Mar 4, 2025
how could canada be soo deaf dumb and blind?
how could canada be soo deaf dumb and blind?
Expresses frustration with government decision-making on immigration, using rhetorical language to criticize perceived incompetence.
gabrielehalley8533 Jan 29, 2026
Canadians voted for this.
Canadians voted for this.
Commenter holds Canadian voters responsible for immigration policy outcomes, implicitly critiquing both the electorate's choices and resulting policies.
Reveal_City Jan 27, 2026
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Discourse Over Time

Top 6 discourse types by month — how framing evolves over time

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Top Channels by Discourse Type

Which YouTube channels attract each type of discourse
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)