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
Ok Trump. Let’s see if your idea will bring back companies to the US. Time will tell.
Ok Trump. Let’s see if your idea will bring back companies to the US. Time will tell.
Skeptically questions whether Trump's policy will achieve its stated economic goal, inviting empirical evaluation.
Policy Critique
0.75
@ap3885
Mar 4, 2025
Imagine a candian prime minister speaking openly about hostile actions by americans and cnn calls it anti-americanism...
Imagine a candian prime minister speaking openly about hostile actions by americans and cnn calls it anti-americanism...
Critiques media framing of Trudeau's statements as anti-American while defending his right to speak about US actions.
@icexvi2573
Mar 4, 2025
From one dictator to another treadue is no different than trump most of these comments s must be from other nationalities cause most Canadians hate him as much as trump
From one dictator to another treadue is no different than trump most of these comments s must be from other nationalities cause most Canadians hate him as much as trump
Criticizes Trudeau as a dictator comparable to Trump, with a claim about Canadian public opinion; primarily policy-focused critique with identity framing.
@killer-nx3yp
Mar 4, 2025
speech,speech is all this guy do that's why he is out.
speech,speech is all this guy do that's why he is out.
Criticizes a political figure for relying on rhetoric rather than action, citing their resignation as evidence.
Policy Critique
0.75
@rexbay-od9033
Mar 4, 2025
They need to go, baby.
They need to go, baby.
Brief statement advocating removal of immigrants, functioning as both policy criticism and implicit call to action, though context-dependent interpretation.
Mworr-i6t
Nov 22, 2025
He's not a smart man doing something dumb, he's an idiot doing dumb things because it makes money for the people who bought him.
He's not a smart man doing something dumb, he's an idiot doing dumb things because it makes money for the people who bought him.
Criticizes a political figure's actions as motivated by corruption and financial interests rather than genuine policy positions.
@tigrisparvus2970
Mar 4, 2025
Impressive speech from Trudeau, just one thing I don't agree with him. He called Trump intelligent. I don't know any greater idiot in this World.
Impressive speech from Trudeau, just one thing I don't agree with him. He called Trump intelligent. I don't know any greater idiot in this World.
Critiques Trudeau's characterization of Trump while praising the speech overall; combines policy commentary with sarcastic insult.
@marcoauerbach9185
Mar 4, 2025
Nontarrif measures? What are they planning on meeting a tarriff which they have also implented with violence, make that make sense
Nontarrif measures? What are they planning on meeting a tarriff which they have also implented with violence, make that make sense
Questions the logic of Canada's proposed non-tariff measures in response to US tariffs, critiquing the policy approach.
Policy Critique
0.75
@IceyGamingConman
Mar 5, 2025
Wow thanks horrible governments, for putting this again on the people, to make it out-\nYou are all pathetic!
Wow thanks horrible governments, for putting this again on the people, to make it out-\nYou are all pathetic!
Criticism of government handling of a crisis, blaming officials for shifting burden to citizens and expressing contempt for leadership.
Policy Critique
0.75
@tripleglz
Mar 4, 2025
What is it about those that stick to Trump like flies to dog excrement (Fox news, JD “Howz my mascara?”Vance, Rubio etc), they are so preoccupied with ensuring their King receives respect and arse kissing? …
What is it about those that stick to Trump like flies to dog excrement (Fox news, JD “Howz my mascara?”Vance, Rubio etc), they are so preoccupied with ensuring their King receives respect and arse kissing? It’s as if the dismantling of all respect for their country and the deteriorating livelihoods of Americans (incl those of their own voters) is not worth a single word. I think the answer is simple. They know they work for a dictator and their jobs hinge on just following Trump albeit off a cliff.
Criticizes political leaders and their allegiance to Trump, framing it as a failure of democratic accountability and respect for country.
Moral Argument
0.75
@ironali7572
Mar 4, 2025
Why haven’t you acted before Trudeau? Why now? It’s too late. Many of Americans died because of the fentanyl that your country poured in to the US.
Why haven’t you acted before Trudeau? Why now? It’s too late. Many of Americans died because of the fentanyl that your country poured in to the US.
Criticizes government inaction on fentanyl while making an unverified claim that Canada 'poured' fentanyl into the US.
@NickNguyen172
Mar 5, 2025
Canada need to move to fuck away from America.
Canada need to move to fuck away from America.
Critique of Canada-US relations with implicit call for policy change (distancing from America).
@stevecapela
Mar 4, 2025
Traudeau you are one of the reason why this trade war happened. Your being inept by not adressing the border amd late immigrations control .
Traudeau you are one of the reason why this trade war happened. Your being inept by not adressing the border amd late immigrations control .
Criticism of Trudeau's handling of border and immigration policy as contributing to trade tensions, with unsubstantiated causal claims.
@bornonjuly7052
Mar 4, 2025
Believe nothing he says.
Believe nothing he says.
Expresses distrust of a political figure's statements, implicitly critiquing credibility and trustworthiness.
Policy Critique
0.75
@crazycarbo
Mar 4, 2025
Why only now? How about the 200billion annual investment to protect Canada?
Why only now? How about the 200billion annual investment to protect Canada?
Commenter questions government spending priorities, implying criticism of policy allocation decisions regarding investment in Canada's protection.
@Kingcolumbian
Mar 5, 2025
Lawyers like him are a very real problem !!
Lawyers like him are a very real problem !!
Criticizes lawyers (likely immigration lawyers) as problematic, suggesting critique of legal/policy actors facilitating immigration.
Policy Critique
0.75
shawngaertner7897
Nov 22, 2025
I say the same thing I've said for years; Canada is a massive con.
I say the same thing I've said for years; Canada is a massive con.
Broad criticism of Canada as a 'con,' suggesting systemic policy failure or deception by government.
Policy Critique
0.75
michaelfarrow5817
Nov 22, 2025
The best response is 25 % export tariff on oil and minerals, but then there's a risk that Trump will invade Canada with troops.
The best response is 25 % export tariff on oil and minerals, but then there's a risk that Trump will invade Canada with troops.
Proposes a policy response while expressing fear of military escalation as a potential consequence.
@elephant3625
Mar 4, 2025
Just to be clear, the United States did not impose tariffs Donald Trump did.
Just to be clear, the United States did not impose tariffs Donald Trump did.
Distinguishes between institutional policy and individual leadership responsibility, implicitly critiquing attribution of tariffs.
Policy Critique
0.75
@JDHitchman
Mar 4, 2025
And that is no lie what a hypocrite
And that is no lie what a hypocrite
Brief accusation of hypocrisy directed at political leadership, implying criticism of inconsistent policy positions.
Policy Critique
0.75
@oscarwins701
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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