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
Just a FYI Canadians hate turdo, and this traitor is imposing a 20% carbon tax on Canadians April 1, keep that in mind as well, so he's no better than trump, he froze Canadian bank …
Just a FYI Canadians hate turdo, and this traitor is imposing a 20% carbon tax on Canadians April 1, keep that in mind as well, so he's no better than trump, he froze Canadian bank accounts who opposed him, decarled a peaseful protest a national emergency, sent war horses to trample canadians, he's a p.o.s, so dont give him any credit.
Criticizes Trudeau's policies (carbon tax, bank account freezing) with some unverified or exaggerated claims mixed with policy complaints.
@scottsinclair8264
Mar 4, 2025
Unfortunately for you Trudeau, you’re talking to a crazy, stupid and bully person ?
Unfortunately for you Trudeau, you’re talking to a crazy, stupid and bully person ?
Criticizes Trudeau's negotiating position by characterizing his counterpart negatively, implying policy inadequacy.
@samiayousry7379
Mar 4, 2025
Harpreet Singh Kochhar - Deputy Minister of Immigration is the problem😂
Harpreet Singh Kochhar - Deputy Minister of Immigration is the problem😂
Names a specific government official as problematic with a laughing emoji, blending criticism with light sarcasm.
jeffmerklinger9067
Feb 27, 2026
He lied about 1 thing trump is nowhere near a smart guy
He lied about 1 thing trump is nowhere near a smart guy
Accuses the speaker of lying and makes a negative character judgment about Trump's intelligence.
Policy Critique
0.70
@chiwil2430
Mar 4, 2025
Your border has no fence
Your border has no fence
Brief factual assertion about Canada's border infrastructure, likely critiquing border security policy.
Policy Critique
0.70
@treyownz420
Mar 4, 2025
Fentanyl coming from Canada was less than 1%. This was just an excuse for Trump. Trump wants to start WW 111 and start with Canada. Trump is old, he lived his life, he's not thinking …
Fentanyl coming from Canada was less than 1%. This was just an excuse for Trump. Trump wants to start WW 111 and start with Canada. Trump is old, he lived his life, he's not thinking about the young generations that ha e just started living. \n\nI believe that Trump is in with Putttin to give him classified information, knowing that he will not get away with his criminal charges so he can deflect to Russia where these is no Expedition treaty. TRUMP IS A TRADER!!!!\n\n\n Canadians are very nice people, until it's time not to be nice and that time is now.
Critiques Trump's trade war justification and foreign policy while making unverified claims about fentanyl statistics and Trump-Putin conspiracy, with moral condemnation.
@junebohnet7752
Mar 4, 2025
That is King trumpet 's excuse, because in the USA, the money generated from the tariff goes straight into the government's coffer that he controls, to add to the money for tax cuts for the …
That is King trumpet 's excuse, because in the USA, the money generated from the tariff goes straight into the government's coffer that he controls, to add to the money for tax cuts for the billionaires !
Critiques tariff policy and makes an unverified claim about Trump's personal financial motives without evidence.
@ednorris6252
Mar 4, 2025
Sounds like a threat minister black face. That's President Donald Trump. The wall street journal, really? The wall street journal has lost a lot of credibility, like numerous media outlets. Like CNN.
Sounds like a threat minister black face. That's President Donald Trump. The wall street journal, really? The wall street journal has lost a lot of credibility, like numerous media outlets. Like CNN.
Critiques Trump's approach as threatening while also commenting on media credibility, mixing policy critique with meta-commentary about sources.
@thetribesman6687
Mar 4, 2025
Were sorry for having a Leader like this ???
Were sorry for having a Leader like this ???
Expresses embarrassment about national leadership, implying criticism of government policy or leadership choices.
@eleanorhernandez2348
Mar 4, 2025
Tech help for blah blah speech? Simply quit denying the mess you ve caused Canada & the USA and simply do what TRUMP. Asked
Tech help for blah blah speech? Simply quit denying the mess you ve caused Canada & the USA and simply do what TRUMP. Asked
Criticizes Trudeau for economic problems and implicitly calls for resignation or policy change aligned with Trump's approach.
@Michael-b2z6w
Mar 4, 2025
Get out of office. Just a talking head piece
Get out of office. Just a talking head piece
Dismissive criticism of a political leader's effectiveness, with implicit call for removal from office.
@jasonjase8661
Mar 4, 2025
Isolationist Trump will ruin America
Isolationist Trump will ruin America
Critiques Trump's isolationist approach as economically harmful to America, focusing on policy disagreement.
Policy Critique
0.70
@AindriuMacGiollaEoin
Mar 4, 2025
Carney doesn't care about imagination, and therefore, he doesn't care who the minister is or what kind of job she does
Carney doesn't care about imagination, and therefore, he doesn't care who the minister is or what kind of job she does
Critiques a political figure's indifference to immigration policy and ministerial performance.
Policy Critique
0.70
gv8507
Feb 27, 2026
The biggest problem is he has done anything for 12 years .your where in Europe past three weeks now you are talking too late for that
The biggest problem is he has done anything for 12 years .your where in Europe past three weeks now you are talking too late for that
Criticizes inaction over a 12-year period and questions the timing of current response, though the comment is somewhat unclear.
Policy Critique
0.70
@rodneylush2246
Mar 4, 2025
1.8 billion spent on a problem that doesn't exist... Only to have it not even stop american complaints... Thanks Drumph.
1.8 billion spent on a problem that doesn't exist... Only to have it not even stop american complaints... Thanks Drumph.
Criticizes government spending on immigration while asserting an unverified claim that the problem doesn't exist.
@Yourmomma568
Mar 4, 2025
Its the liberal fall back "if you dont agree with them you're a racist, or worse you're a version of Hitler.
Its the liberal fall back "if you dont agree with them you're a racist, or worse you're a version of Hitler.
Criticizes perceived rhetorical tactics of political opponents, framing disagreement as being labeled racist or fascist.
cindydavidson6751
Feb 27, 2026
Canada has become what it is today thanks in no small part to its former prime minister! Keep it up, Innada is waiting for you!
Canada has become what it is today thanks in no small part to its former prime minister! Keep it up, Innada is waiting for you!
Blames a former prime minister for Canada's immigration situation and implicitly calls for policy change.
刘進
Jan 28, 2026
Trudeau, you're an idiot.
Trudeau, you're an idiot.
Direct criticism of a political leader, though lacking substantive policy detail; primarily an insult directed at Trudeau.
Policy Critique
0.70
@IB-qs1mi
Mar 4, 2025
Trump is a textbook NARCISSIST like actually has NPD and implements narcissistic abuse upon all of us. Ironic he is trying to pathologize trans people when he literally has narcissistic personality disorder
Trump is a textbook NARCISSIST like actually has NPD and implements narcissistic abuse upon all of us. Ironic he is trying to pathologize trans people when he literally has narcissistic personality disorder
Criticizes Trump's psychological fitness and policies through a mental health diagnosis claim.
Policy Critique
0.70
@angelNoll10
Mar 4, 2025
Trudeau is lying! Trump is NOT a very smart guy!?
Trudeau is lying! Trump is NOT a very smart guy!?
Accuses Trudeau of dishonesty and critiques Trump's intelligence, combining political criticism with skepticism of leadership claims.
Policy Critique
0.70
@SteffenSkov
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)