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
Trudeau is lying! Trump is NOT a very smart guy!?
Trudeau is lying! Trump is NOT a very smart guy!?
Accuses Trudeau of dishonesty and critiques Trump's intelligence, combining political criticism with skepticism of leadership claims.
Policy Critique
0.70
@SteffenSkov
Mar 4, 2025
? well I don’t know this man personally but I don’t believe everything he’s saying because we know we have an idiot felon running stuff so there’s no way that what he’s saying is a …
? well I don’t know this man personally but I don’t believe everything he’s saying because we know we have an idiot felon running stuff so there’s no way that what he’s saying is a lie. Your person is lying to us is the one that’s gonna do the state of the union this evening and that’s gonna be a damn joke.
Commenter expresses skepticism about political leadership and questions the credibility of government statements.
@annette1669
Mar 4, 2025
Trump is the dumbest one ever! ???
Trump is the dumbest one ever! ???
Personal insult directed at a political figure, functioning as crude criticism of leadership rather than substantive policy analysis.
Policy Critique
0.70
@mbastos1000
Mar 4, 2025
Talking though ...acting beggar
Talking though ...acting beggar
Brief dismissive critique suggesting Trudeau is merely talking without substantive action, critiquing the effectiveness of his response.
Policy Critique
0.70
@frry6700
Mar 5, 2025
trudeau You are such a loser go away permanently
trudeau You are such a loser go away permanently
Dismissive criticism of Trudeau as a leader, calling for his removal from office.
Policy Critique
0.70
@mikethornton7263
Mar 4, 2025
Not divided. Even Trudeau admitted it was too high.
Not divided. Even Trudeau admitted it was too high.
Disputes the claim of division by citing government acknowledgment that immigration levels were too high, critiquing the framing of the issue.
Policy Critique
0.70
redman958
Feb 11, 2026
Jws bnkrs really did canada dirty..
Jws bnkrs really did canada dirty..
Blames unspecified 'bankers' (likely a conspiracy reference) for Canada's immigration problems, mixing vague policy critique with conspiratorial framing.
ilmsnti1357
Jan 27, 2026
Responsible spending Trudeau.. Trump just called you out on it. Oh wait that's why you're out!
Responsible spending Trudeau.. Trump just called you out on it. Oh wait that's why you're out!
Sarcastic criticism of Trudeau's spending habits with reference to Trump's criticism and recent political departure.
@gorannikolovski7681
Mar 4, 2025
Excellent discussion, hard to believe we here in NS, support so many terrible politicians.
Excellent discussion, hard to believe we here in NS, support so many terrible politicians.
Expresses criticism of politicians and governance in Nova Scotia, framed as a discussion response.
Policy Critique
0.70
ryanwhite258
Feb 26, 2026
Ummm maybe we shouldn't trade with Canada at all
Ummm maybe we shouldn't trade with Canada at all
Suggests avoiding trade with Canada, framing it as a policy position with implicit call to action.
@roxannerego9830
Mar 4, 2025
The USA overheads we have right now are not educated enough to understand the line of crisis, nor how to be a stronghold leaders to save the USA from shame or impacts.
The USA overheads we have right now are not educated enough to understand the line of crisis, nor how to be a stronghold leaders to save the USA from shame or impacts.
Criticizes current US leadership's competence and ability to address national crises, focusing on governance failures.
Policy Critique
0.70
@ElizabethSingh-l3c
Mar 4, 2025
Not a trade war. Pay your part cry baby
Not a trade war. Pay your part cry baby
Dismissive critique of trade dispute framing, arguing Canada should pay its share rather than complain.
Policy Critique
0.70
@lg1717
Mar 4, 2025
Were sorry for having a Leader like this ???
Were sorry for having a Leader like this ???
Expresses embarrassment about national leadership, implying criticism of government policy or leadership choices.
@eleanorhernandez2348
Mar 4, 2025
? wait so wouldn’t that mean he is choosing to do it to his people too? Saying trade wars don’t work is like saying sanctions in Russia won’t work either. Hahahahaha. He is almost gone …
? wait so wouldn’t that mean he is choosing to do it to his people too? Saying trade wars don’t work is like saying sanctions in Russia won’t work either. Hahahahaha. He is almost gone so he just doesn’t give a crap anymore
Questions the logic of trade war policy while using sarcasm, critiquing both the policy and the leader's motivation.
@ryugahydeki2
Mar 4, 2025
Sounds like a threat minister black face. That's President Donald Trump. The wall street journal, really? The wall street journal has lost a lot of credibility, like numerous media outlets. Like CNN.
Sounds like a threat minister black face. That's President Donald Trump. The wall street journal, really? The wall street journal has lost a lot of credibility, like numerous media outlets. Like CNN.
Critiques Trump's approach as threatening while also commenting on media credibility, mixing policy critique with meta-commentary about sources.
@thetribesman6687
Mar 4, 2025
This coming from a guy who resigned because his political views have crippled his party.
This coming from a guy who resigned because his political views have crippled his party.
Criticizes Trudeau's political views as damaging to his party, though the resignation claim lacks context and verification.
@robertgorgol6255
Mar 4, 2025
It's not a trade war quit letting drugs in bc from China!
It's not a trade war quit letting drugs in bc from China!
Critiques government policy on drug control while making an unverified claim about drug flow from China through BC.
@beaujackson7699
Mar 4, 2025
Trump is just a useful idiot
Trump is just a useful idiot
Dismissive characterization of Trump as ineffectual, critiquing his political competence and leadership.
Policy Critique
0.70
@johnupdate
Mar 4, 2025
Trump is a complete and total idiot!
Trump is a complete and total idiot!
Direct personal attack on Trump's competence, functioning as criticism of his leadership.
Policy Critique
0.70
@carolyntiller4976
Mar 4, 2025
That is King trumpet 's excuse, because in the USA, the money generated from the tariff goes straight into the government's coffer that he controls, to add to the money for tax cuts for the …
That is King trumpet 's excuse, because in the USA, the money generated from the tariff goes straight into the government's coffer that he controls, to add to the money for tax cuts for the billionaires !
Critiques tariff policy and makes an unverified claim about Trump's personal financial motives without evidence.
@ednorris6252
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)