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
It's a good thing about if u willing to crash your economy..
It's a good thing about if u willing to crash your economy..
Critiques a policy position by questioning its economic viability and consequences.
Policy Critique
0.75
@ZambeziSentinel
Mar 4, 2025
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
It isn't about fentanyl do you really think he cares about people and fentanyl hell no !!! So again what's the real reason Donald
Skepticism about stated policy rationale (fentanyl) combined with speculation about hidden motives, mixing critique with unsubstantiated claims.
@Nursing609
Mar 4, 2025
And now Trump is doubling the tariffs to 50% thanks to Trudeau making this speech. Thanks buddy!!!
And now Trump is doubling the tariffs to 50% thanks to Trudeau making this speech. Thanks buddy!!!
Commenter criticizes Trudeau's speech as causing Trump's tariff increase, blending policy critique with a causal claim presented without evidence.
@markymarkvancity
Mar 4, 2025
This guy. Remember when Justin froze all of the truckers bank accounts? Canada is wild, eh?
This guy. Remember when Justin froze all of the truckers bank accounts? Canada is wild, eh?
Commenter criticizes Trudeau's government by referencing the trucker convoy bank account freezing, presenting a specific policy action as evidence of problematic governance.
@nicholasnajibi3082
Mar 4, 2025
Canada-25%, China-10%, rusia-cancel sanctions , seriously?
Canada-25%, China-10%, rusia-cancel sanctions , seriously?
Critiques the inconsistency and apparent illogic of Trump's tariff and sanctions policies across different countries.
Policy Critique
0.75
@DOk-g7y
Mar 4, 2025
Trump ruined good relationshipr with allies.
Trump ruined good relationshipr with allies.
Criticizes Trump's foreign policy approach and its impact on international relationships.
@Bravo2025-c5h
Mar 4, 2025
Just because all you have stopped is less than a half an ounce of Fentanyl, doesn't mean you are stopping the trafficking over your boarders. It just all you were able to catch.
Just because all you have stopped is less than a half an ounce of Fentanyl, doesn't mean you are stopping the trafficking over your boarders. It just all you were able to catch.
Critiques border enforcement effectiveness while implying unverified claims about the scale of drug trafficking not being captured.
@dewster1966
Mar 4, 2025
The scurge is Donald Trump. Most common sense Americans hate trump. He cheated to get in the office. I would guess trump is profiting from what he is doing. He's a grifter.
The scurge is Donald Trump. Most common sense Americans hate trump. He cheated to get in the office. I would guess trump is profiting from what he is doing. He's a grifter.
Criticizes Trump's political actions and character while asserting alignment with 'common sense Americans,' blending policy critique with identity positioning.
@DennyT71
Mar 4, 2025
Trudeau makes no sense. Is he not the one acting like a dictator? Some people don't forget what you did Mr. Trudeau.
Trudeau makes no sense. Is he not the one acting like a dictator? Some people don't forget what you did Mr. Trudeau.
Criticizes Trudeau's governance as authoritarian while making vague accusations about past actions.
@inadiles8981
Mar 4, 2025
So you were allowing Fentanyl flow across the border,...... @#$%^&*() you pay up
So you were allowing Fentanyl flow across the border,...... @#$%^&*() you pay up
Criticizes Canada's border security policy regarding fentanyl and demands financial compensation, framing it as a security threat.
@Dcassimatis
Mar 4, 2025
Talk is cheap ?
Talk is cheap ?
Dismisses the value of rhetoric alone, implying skepticism about the effectiveness of Trudeau's statements.
Policy Critique
0.75
@philippelee5720
Mar 4, 2025
We used to have articulate presidents like this but those days are gone
We used to have articulate presidents like this but those days are gone
Nostalgic critique of current leadership quality compared to past presidents, implying policy/governance decline.
@ShonSpeaks
Mar 4, 2025
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
25% is meaningful and serious, but friendly.\nWhat's really noticeable about PM Trudeau is the inappropriate conceited smiling he does because of the attention upon himself. He should work on that.
Critiques PM Trudeau's demeanor and behavior as a political leader, with a secondary element of national identity commentary.
@amochswohntet99
Mar 4, 2025
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. …
Wouldn't it be nice if our president would be a president instead of a dictator and hurting the american people and help us grow instead of breaking us down and making it worse for us. He don't want minerals from Canada but he just tried to make a deal with Ukraine for minerals from them, it does not make sense when Canada was one of our best allies for the United States
Critiques U.S. presidential policy decisions while comparing Canada's value as an ally and mineral resources.
@jamesbaber1582
Mar 4, 2025
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Not a fan of Trudeau but his in the right here Trump administration is out feeding disinformation about Canada South Africa and who knows who’s next
Commenter criticizes Trump administration for spreading disinformation while acknowledging disagreement with Trudeau on other matters.
@craigarendse8417
Mar 4, 2025
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
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
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
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)