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
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.
Policy Critique
0.75
@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
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)