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
Trump is full of shit. Fentanyl? What else is going on here.
Trump is full of shit. Fentanyl? What else is going on here.
Expresses dismissal of Trump's claims about fentanyl while questioning what else is happening, combining policy skepticism with information-seeking.
@faithalways9945
Mar 4, 2025
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them …
This is all for show. If Trudeau cared about his Canadian citizens he wouldn't have censored their speech the last several years or restricted their religious freedom, or jailed their truck drivers or, taxed them in to oblivion with his father the last several decades. Be wise folks.
Critiques Trudeau's record on censorship, religious freedom, and taxation while dismissing current tariff response as performative.
@v.j.morrison1784
Mar 4, 2025
Trudeau is very very wrong. Trump is not a smart guy at all.
Trudeau is very very wrong. Trump is not a smart guy at all.
Criticizes Trudeau's policy decision and Trump's competence, though lacks specific policy details.
Policy Critique
0.75
@jereviikari109
Mar 4, 2025
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Turdeau has zero leverage. His communist tendencies that he inherited from his commie father wont work.
Critique of PM's political ideology and negotiating position, with identity-based framing about political heritage.
@dldiss5208
Mar 4, 2025
The clown speaks .. not just a clown but a corrupt politicians …
The clown speaks .. not just a clown but a corrupt politicians …
Attacks the speaker as corrupt and incompetent, combining personal criticism with implicit policy disapproval.
@ajaykatoch9601
Mar 4, 2025
She is a great minister compared to some of the other liberal ministers like minister of safety, minister of finance or Skid Mark Miller or others
She is a great minister compared to some of the other liberal ministers like minister of safety, minister of finance or Skid Mark Miller or others
Comparative evaluation of government ministers' performance, critiquing policy effectiveness relative to peers.
Policy Critique
0.75
Fish-m2l
Feb 27, 2026
Trudeau is a joke
Trudeau is a joke
Brief dismissal of Trudeau as incompetent, expressing disapproval of leadership and policy.
Policy Critique
0.75
@HioSSilver1999
Mar 4, 2025
So why don't you just work with Trump and the American people, the demands are simple:\nStop the flow of fentanyl \nEnhance border security \nTake a look at the Trade deficit between the country and come …
So why don't you just work with Trump and the American people, the demands are simple:\nStop the flow of fentanyl \nEnhance border security \nTake a look at the Trade deficit between the country and come to a fair agreement.
Presents specific policy demands (border security, fentanyl, trade) framed as reasonable requests to address through negotiation.
@TJDowning21
Mar 4, 2025
Great speech, but until it hurts them, they don’t believe. ?
Great speech, but until it hurts them, they don’t believe. ?
Critiques government inaction on immigration policy, suggesting consequences are needed to drive change.
@sylviaespeckerman8348
Mar 4, 2025
Canada treated them truckers like dirt!
Canada treated them truckers like dirt!
Criticizes Canadian government's treatment of truckers, referencing a specific policy controversy.
Policy Critique
0.75
@MrImog65
Mar 4, 2025
Justin Trudeau is a clown take it from a Canadian who knows an idiot we he see one Justin Trudeau policies are failures leaving law abiding citizens defenseless against criminals but letting hard criminals out …
Justin Trudeau is a clown take it from a Canadian who knows an idiot we he see one Justin Trudeau policies are failures leaving law abiding citizens defenseless against criminals but letting hard criminals out on bail and flooding our country with followers of Islam who hate west and the Christians Christians
Criticizes Trudeau's policies on criminal justice and immigration while invoking identity-based concerns about religious/cultural groups.
@PercyChown
Mar 4, 2025
We be aight remember when we suffer Canadian will starve for sure this fool is disgustingly stupid and dumb he is talking about dictatorship he forgot what he did few years back to the agricultural …
We be aight remember when we suffer Canadian will starve for sure this fool is disgustingly stupid and dumb he is talking about dictatorship he forgot what he did few years back to the agricultural sector for protesting/going on strike he been the almighty Canadian aka the big honcho he decides to punished everyone frozen ? all their assets including bank accounts not counting he took Canadian second amendment ?
Rambling critique of Trudeau's past policies (agricultural sector, asset freezing, gun control) presented as evidence of authoritarianism, mixing verifiable policies with inflammatory language.
@torobololo
Mar 4, 2025
And to Justin Trudeau, speak to your own people. Maybe you need to hear what they feel. Trump is far more popular in America than you are in Canada.
And to Justin Trudeau, speak to your own people. Maybe you need to hear what they feel. Trump is far more popular in America than you are in Canada.
Criticizes Trudeau's leadership and responsiveness to citizens while comparing his popularity unfavorably to Trump's.
@TimOlaughlin
Mar 4, 2025
Why can’t we have a good leader like him???
Why can’t we have a good leader like him???
Expresses dissatisfaction with current leadership quality, implicitly critiquing government performance while asserting preference for alternative leaders.
@seancasey-p1f
Mar 4, 2025
Imagine talking tough and then bowing down to him every time
Imagine talking tough and then bowing down to him every time
Criticism of perceived inconsistency in leadership behavior, suggesting tough talk followed by capitulation.
Policy Critique
0.75
@shaundippel7360
Mar 4, 2025
Trudeau's desperation and fanaticism are unmatched, he is sacrificing the economy and the Canadian people for his ineptitude and fanaticism, the tariffs are a consequence of his total negligence in allowing laboratories and trafficking of …
Trudeau's desperation and fanaticism are unmatched, he is sacrificing the economy and the Canadian people for his ineptitude and fanaticism, the tariffs are a consequence of his total negligence in allowing laboratories and trafficking of Fentanyl in Canada, in addition to his fanatical support for the corrupt puppet of Biden and the globalist left Zelensky. Simply his fanaticism and ignorance lead him to claim an economic war with America, he forgets that the poorest state in the USA has a per capita income higher than the richest state in Canada! Its economy depends on America for more than 287 billion annually! This political arrogance is only the confirmation of his lack of leadership and is dealing a fatal blow to the Canadian economy.
Criticizes Canadian leadership and policy decisions while making unverified claims about fentanyl trafficking and economic comparisons.
@irvingherrera4599
Mar 4, 2025
Trudeau is a lying murderous dictator! Take one to know one
Trudeau is a lying murderous dictator! Take one to know one
Strong criticism of Trudeau using inflammatory language, framing him as dishonest and dangerous rather than engaging specific policies.
@bnaccas76
Mar 4, 2025
And the people wanted to oust this great Canadian “leader” pay up.
And the people wanted to oust this great Canadian “leader” pay up.
Criticizes the Canadian leader's performance and implies public dissatisfaction, with sarcastic framing ('great Canadian leader') suggesting policy disagreement.
@jerrysmission
Mar 4, 2025
Trudeau is an example of someone who is willing to say the truth about this U.S. renegade executive office passing policies that hurt both Canadian and U.S. economy. \n Republicans who are spineless are not …
Trudeau is an example of someone who is willing to say the truth about this U.S. renegade executive office passing policies that hurt both Canadian and U.S. economy. \n Republicans who are spineless are not willing to do this. Thank you, Trudeau
Praises Trudeau for criticizing US policies while condemning Republicans, framing this as truth-telling about economic harm to both nations.
@lindaduncan4668
Mar 4, 2025
First of all, Justin Trudeau is the biggest liar there was and is.\n\nIf you don’t like the way, America is doing go to China asshole. Have China come in and tell you how to wipe …
First of all, Justin Trudeau is the biggest liar there was and is.\n\nIf you don’t like the way, America is doing go to China asshole. Have China come in and tell you how to wipe your asses.\n\nAll the America is asking you to do is close up the borderand stop the fentanyl from coming over the border? I guess that it’s just too damn much to ask huh? You must be making some damn good money on the fentanyl.
Criticizes government policy on border control and drug trafficking while making unsubstantiated accusations of corruption.
@jimmylehew4074
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)