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
Liberals destroy everything they touch and tbe retards will keep voting for them #albertaindependence NOW
Liberals destroy everything they touch and tbe retards will keep voting for them
#albertaindependence NOW
Criticizes Liberal government competence and calls for provincial independence, combining partisan critique with political action.
chadomcfatto
Feb 26, 2026
Canada should put a 100 dollar charge on vehicles driving from the lower 49 to Alaska.
Canada should put a 100 dollar charge on vehicles driving from the lower 49 to Alaska.
Proposes a specific policy measure (toll on vehicles) as a form of critique or suggestion regarding cross-border traffic.
Policy Critique
0.75
@donnyanda3191
Mar 4, 2025
Even if it were relating to fentanyl. If the United States weren’t so slack about its own drug enforcement, there would be less coming into the us because it just wouldn’t be worth it.
Even if it were relating to fentanyl. If the United States weren’t so slack about its own drug enforcement, there would be less coming into the us because it just wouldn’t be worth it.
Critiques US drug enforcement policy as contributing to cross-border fentanyl problems, comparing regulatory approaches.
@BCSoHappy
Mar 4, 2025
It not the United States! It’s trump we as the people never wanted none of this to happen it him
It not the United States! It’s trump we as the people never wanted none of this to happen it him
Blames Trump administration for unwanted policy outcomes, framing it as a collective rejection by 'the people.'
@Loonbinboomin
Mar 4, 2025
Trump is a petty fool. All his actions are personal. He couldn’t care less about America.
Trump is a petty fool. All his actions are personal. He couldn’t care less about America.
Criticism of Trump's decision-making and motivations, framed as personal rather than policy-driven.
Policy Critique
0.75
@star999nine
Mar 4, 2025
TRUDEAR KNOWS ABOUT TOOLS HE A WORTHLESS TOOL
TRUDEAR KNOWS ABOUT TOOLS HE A WORTHLESS TOOL
Insults Trudeau as a leader, expressing disapproval of his governance through name-calling.
Policy Critique
0.75
@FooJoo-sq6jm
Mar 4, 2025
He dares to retaliate thinking their small country will make a difference. Canadians hate left wing politicians like him. Justin's expiry date has long past
He dares to retaliate thinking their small country will make a difference. Canadians hate left wing politicians like him. Justin's expiry date has long past
Criticizes Trudeau's political viability and retaliatory stance while asserting Canadian political preferences.
@grandiora
Mar 4, 2025
Who cares what he says ? idiot working to make peace and of course you don’t want it but also don’t want pay for their war. I really looked at what you import to our …
Who cares what he says ? idiot working to make peace and of course you don’t want it but also don’t want pay for their war. I really looked at what you import to our country I need nothing from you
Dismissive critique of leadership's peace efforts combined with complaint about trade imports, blending political and economic grievances.
@mariemaglione4079
Mar 4, 2025
First, he backdown from his responsibility, by resigning from the post of Governor... N now he representing 51st state of USA... How on earth he can address Canada....
First, he backdown from his responsibility, by resigning from the post of Governor... N now he representing 51st state of USA... How on earth he can address Canada....
Critiques a political figure's resignation and current role as compromised representation, with undertones of national sovereignty concern.
@KTvids54672
Mar 5, 2025
Trump is a smart guy? What? like what ?..Mr priminister i got news for you. Smart and Trump doesn't go together.. The words that goes with Trump is crook criminal racist thief white nationalist and …
Trump is a smart guy? What? like what ?..Mr priminister i got news for you. Smart and Trump doesn't go together.. The words that goes with Trump is crook criminal racist thief white nationalist and white supremacist. \nCrumbling of the west as began.
Disputes characterization of Trump as smart while listing serious accusations (criminal, racist, supremacist) and expressing civilizational decline anxiety.
@musclehead8649
Mar 5, 2025
This guy is a liberal Marxist. He is a belligerent child. Canadas people should expect normal government.not this fool…..God help my Mothers homeland….Canada.
This guy is a liberal Marxist. He is a belligerent child. Canadas people should expect normal government.not this fool…..God help my Mothers homeland….Canada.
Criticizes the government leader and policy direction while using partisan framing ('liberal Marxist') that asserts political identity.
@professorjams
Mar 5, 2025
With thos tarrifs war, Trump does typical populistic move. He creates problem, which he will successfully remove in few months, to show American people that he removes tarrifs created by other countries and he is …
With thos tarrifs war, Trump does typical populistic move. He creates problem, which he will successfully remove in few months, to show American people that he removes tarrifs created by other countries and he is the first to stop tarrif war. He will of course deny that he was first.
Critiques Trump's tariff strategy as populistic manipulation, with an unverified claim about his deliberate creation and removal of tariffs for political optics.
@MaciejDrelichowski
Mar 4, 2025
Trump's negotiation tactic is like a used car salesman - ask for something outrageous so you can meet in the middle - the thing he should have asked in the first place
Trump's negotiation tactic is like a used car salesman - ask for something outrageous so you can meet in the middle - the thing he should have asked in the first place
Critiques Trump's negotiation strategy using a metaphor, suggesting his tactics are manipulative and ineffective.
@igelbofh
Mar 4, 2025
Tariffs, customs - This is not a trade war, but honest business. And security and order in your own country are something else. He turned the cat over with its tail. He manipulates facts.
Tariffs, customs - This is not a trade war, but honest business. And security and order in your own country are something else. He turned the cat over with its tail. He manipulates facts.
Critiques policy framing while making an unsubstantiated claim about fact manipulation, though the specific claim is vague.
@FortTrump
Mar 4, 2025
Justin Castro, weren’t you supposed to resign?? You fucked yup your country, you don’t want it with us
Justin Castro, weren’t you supposed to resign?? You fucked yup your country, you don’t want it with us
Criticizes the Prime Minister's leadership and policy decisions while using derogatory framing and calling for resignation.
@daminashun8868
Mar 4, 2025
What a severe mess this is.
What a severe mess this is.
Vague criticism of the situation as a 'severe mess' without specific details, expressing disapproval of current state of affairs.
Policy Critique
0.75
fauna3989
Sep 30, 2025
It's not war, it's business. FAIR TRADE no matter who gives/takes. Americans responded with electing Trump. Trudeau shouldn't make it personal. ???
It's not war, it's business. FAIR TRADE no matter who gives/takes. Americans responded with electing Trump. Trudeau shouldn't make it personal. ???
Argues for fair trade principles while critiquing Trudeau's approach as personalizing the dispute rather than treating it as business.
@Anne-ek6ty
Mar 4, 2025
Clown back again after messing up with india. Now with america. God bless canada!!!
Clown back again after messing up with india. Now with america. God bless canada!!!
Criticizes Trudeau's past diplomatic failures while expressing support for Canada, combining negative assessment of leadership with national solidarity.
@prasannasuvarna9443
Mar 5, 2025
Maybe Canada should say thank you for the trade and the US regime would be happy..
Maybe Canada should say thank you for the trade and the US regime would be happy..
Suggests Canadian policy adjustment regarding US trade relations, implying criticism of current approach while comparing bilateral dynamics.
@zzguyy9421
Mar 4, 2025
The CNN female reporter talking such propaganda garbage hahah “anti Americanism” \n\nHow about trump saying he wants to buy Canada and now very negatively effecting their economy over night while getting cost with Putin ?♂️
The CNN female reporter talking such propaganda garbage hahah “anti Americanism” \n\nHow about trump saying he wants to buy Canada and now very negatively effecting their economy over night while getting cost with Putin ?♂️
Criticizes media coverage as propaganda and makes claims about Trump's economic impact on Canada without evidence, combining critique with unsubstantiated assertions.
@RevivedPromotions
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)