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
How many fuckin excuses and explanations this guy is making to defend his country....even now he is kissing trump ass calling him a smart man ???...pathetic
How many fuckin excuses and explanations this guy is making to defend his country....even now he is kissing trump ass calling him a smart man ???...pathetic
Criticizes the interviewee's defense of Trump and perceived appeasement, critiquing both policy and the commentary itself.
@lexjim9949
Mar 4, 2025
If you wanna work with the American people, then stop tarrifing ud
If you wanna work with the American people, then stop tarrifing ud
Criticizes Trump's tariff policy as an obstacle to working with Americans, framing it as a policy problem.
@Roaring2Thunder
Mar 4, 2025
Trudeau on cnn , what a propagandist asshole , LIBERAL GOUVERNEMENT TAKE CANADIANS IN OSTAGE
Trudeau on cnn , what a propagandist asshole , LIBERAL GOUVERNEMENT TAKE CANADIANS IN OSTAGE
Criticizes Trudeau as propagandist and accuses the liberal government of hostage-taking, blending personal attack with policy critique.
@DianeRouleau
Mar 4, 2025
Trudeau what a pain !!! Goooooo. Narcissistic derange mentally..
Trudeau what a pain !!! Goooooo. Narcissistic derange mentally..
Criticizes Trudeau's leadership with personal attacks, focusing on perceived failures in governance.
Policy Critique
0.75
@mikesimard47
Mar 4, 2025
Bullshit stop sending money to Ukraine and invest in Canada
Bullshit stop sending money to Ukraine and invest in Canada
Critiques government spending priorities, arguing funds should shift from Ukraine aid to domestic Canadian investment.
Policy Critique
0.75
@NavedUsmani-r7k
Mar 4, 2025
Any words from Trudeau covered by CNN is mush at this point. Both are garbage..
Any words from Trudeau covered by CNN is mush at this point. Both are garbage..
Dismisses both Trudeau and CNN coverage as unreliable, critiquing political leadership and media credibility.
@anthonyzepeda31
Mar 4, 2025
SAYS THE FAILING CANADIAN LEADER..WHO HAS BEEN THROWN OUT OF OFFICE???????
SAYS THE FAILING CANADIAN LEADER..WHO HAS BEEN THROWN OUT OF OFFICE???????
Criticizes Canadian leadership competence and legitimacy, with identity framing of 'Canadian leader' as failing.
@Alx77771
Mar 4, 2025
Covid mandates anyone?. You all have a short memory what a conman this guy is.
Covid mandates anyone?. You all have a short memory what a conman this guy is.
Criticizes the political figure's credibility by referencing COVID mandates without specific evidence, framing him as deceptive.
@warrenking4586
Mar 4, 2025
Prime Minister Trudeau was more than polite and kind. As he knows, Trump is not intelligent, and a pathological liar, wannabe dictator, narcissistic fascist and poor businessman to boot. Trump has bullied, threatened and failed …
Prime Minister Trudeau was more than polite and kind. As he knows, Trump is not intelligent, and a pathological liar, wannabe dictator, narcissistic fascist and poor businessman to boot. Trump has bullied, threatened and failed to pay thousands of tradesmen and contractors that have worked for him and wishes to hurt them further by extending and increasing tax cuts to individuals and institutions that have not paid their fair share of taxes and social security since the Reagan years. The allegations that Trump has laundered money for Russian oligarchs since his association with Deutsche Bank began are substantial and should be investigated.
Primarily critiques Trump's character and policies while including unverified allegations about money laundering that lack substantiation.
@SamOgilvieJr
Mar 4, 2025
Fentanyl is mostly made in Indian pharma how come India is not under the Tariff tax...
Fentanyl is mostly made in Indian pharma how come India is not under the Tariff tax...
Challenges government tariff policy by questioning inconsistent application, implying selective enforcement is unfair or illogical.
@BB-il3rd
Mar 4, 2025
Trump governanace is anchored to a make belief, no fact and no evidence information. As usual. Conspiracy theorist?????
Trump governanace is anchored to a make belief, no fact and no evidence information. As usual. Conspiracy theorist?????
Criticizes a political figure's governance approach while making unsubstantiated claims about conspiracy theories.
@PukemoMaalat-alat
Mar 4, 2025
2:07 no america chose to do it to Canada not Americans
2:07 no america chose to do it to Canada not Americans
Disputes the framing of responsibility, arguing that America's government (not its people) made decisions affecting Canada.
@kathyviglione4226
Mar 4, 2025
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Print print print. Spend, spend, spend. This is not Trump's fault. He promised to drain the swamp, and that's what he is doing. Sadly we too have a swamp thst needs to be cleaned up.
Critiques government spending and monetary policy while defending Trump's anti-corruption agenda, acknowledging shared problems in Canada.
Policy Critique
0.75
@charlenajean1401
Mar 4, 2025
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Still no words on Canadas high exports into America. This is bull! Thanks' Trump first president to stand next to the people and not on top of them!
Criticizes Canadian government's handling of trade/exports while expressing frustration about lack of communication on the issue.
@samwestover9953
Mar 4, 2025
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
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can …
That P.C. should’ve resigned\nNobody would have a problem, tariffs just because of him (Trudeau) is the dictator!!!\nLook what he done to his people during the Covid and he want to lecture us Americans. I can live with 25% tariffs.\nI feel bad for Canadians, not their government. There is no democracy.
Criticizes Trudeau's governance and COVID policies while expressing sympathy for Canadian citizens, framing government as undemocratic.
@NickolasVazemiller
Mar 4, 2025
Trudeau for davios european union he isnt for Canadians or america \nSee how your tariffs work lol then all the money he gave to ulkraine he will blame trump ?
Trudeau for davios european union he isnt for Canadians or america \nSee how your tariffs work lol then all the money he gave to ulkraine he will blame trump ?
Criticizes Trudeau's policy priorities and predicts tariff consequences, with unsubstantiated claims about Ukraine spending and blame-shifting.
@cohen855
Mar 4, 2025
Strong speech! Call a spoon a spoon. The US is directly supporting a dictator and attacking allies and friends. What do you do to a crazy dog?
Strong speech! Call a spoon a spoon. The US is directly supporting a dictator and attacking allies and friends. What do you do to a crazy dog?
Criticizes US foreign policy decisions regarding dictators and allies, with rhetorical questioning.
@dickelstephen
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
Let me get this straight. We have to suffer because the druggies must be saved?
Let me get this straight. We have to suffer because the druggies must be saved?
Questions government policy priorities, implying drug addiction treatment programs cause unfair burden on citizens.
@doubl33Ace
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)