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
What a crock of propagandist bullshit, I thought Canadians hated this guy, wasn’t he supposed to resign?
What a crock of propagandist bullshit, I thought Canadians hated this guy, wasn’t he supposed to resign?
Criticizing government messaging as propaganda and questioning political accountability/resignation.
@ethanclark739
Mar 4, 2025
Reasonable my ass yeah. Don't mention Putin when you're giving speech about tarifs against US. Stupid..!!
Reasonable my ass yeah. Don't mention Putin when you're giving speech about tarifs against US. Stupid..!!
Criticism of speech content and perceived omission of Putin reference in tariff discussion, with implied factual claim.
@tombkeeper-n3g
Mar 4, 2025
If drugs are the problem (they´re NOT on the Canadian border), how about if more people in US be responsible and stop taking them !?
If drugs are the problem (they´re NOT on the Canadian border), how about if more people in US be responsible and stop taking them !?
Challenges the premise of drug-border claims while critiquing US drug policy, questioning the factual basis of tariff justifications.
@PaulBeet
Mar 4, 2025
I don’t trust him , didn’t they take away all those Truck drivers go fund me accounts when they was protesting
I don’t trust him , didn’t they take away all those Truck drivers go fund me accounts when they was protesting
Expresses distrust based on alleged government action against protesters (GoFundMe seizure), combining policy criticism with unsubstantiated claim.
@raulramos7451
Mar 4, 2025
for Canada to even act on the baseless fentanyl accusation of that moron is just feeding to his ego, apart from addressing the american people and that moron AHEAD of the canadian people just appear …
for Canada to even act on the baseless fentanyl accusation of that moron is just feeding to his ego, apart from addressing the american people and that moron AHEAD of the canadian people just appear you are agreeing to his claim of america first! NEXT time address your people first then america second if not third or fourth jeeez
Criticizes Canadian government for responding to Trump's 'baseless' accusations and for prioritizing America over Canadian citizens, urging domestic-first policy.
@rusco88
Mar 4, 2025
These tariffs weren't new news n youre using them as a smoke screen because u cant beat the conservatives so youll try n aim at trump. Youre taxes hurt canada more than trump ever could
These tariffs weren't new news n youre using them as a smoke screen because u cant beat the conservatives so youll try n aim at trump. Youre taxes hurt canada more than trump ever could
Critiques Canadian government policy (taxes) while dismissing Trump criticism as political maneuvering.
@lionelbelanger7158
Mar 4, 2025
Pretty sure ths a disconnect between your question on the flag, not all Sikhs back khalistan, nd the flag represents the religion. The flag represents Khalsa and not Khalistan.
Pretty sure ths a disconnect between your question on the flag, not all Sikhs back khalistan, nd the flag represents the religion. The flag represents Khalsa and not Khalistan.
Critiques a factual claim in the video about Sikh flags and Khalistan, clarifying religious versus political symbolism.
Requis0-0
Jan 29, 2026
Is that why you screw Americans that own Canadian land. Been doing that for years.
Is that why you screw Americans that own Canadian land. Been doing that for years.
Questions Canadian policy treatment of American land owners, implying criticism of discriminatory government practices.
@timmybHD
Mar 4, 2025
The commentators are right on. Trump is definitely being played. And it is at our expense. His help us all.
The commentators are right on. Trump is definitely being played. And it is at our expense. His help us all.
Criticizes Trump's policies as harmful to Canada while making a moral appeal ('God help us all'), blending policy critique with ethical concern.
@sherryjackson2404
Mar 4, 2025
If this clown ? what’s to tell Trump he’s wrong then admit all of the resources you been using from decades and America got nothing
If this clown ? what’s to tell Trump he’s wrong then admit all of the resources you been using from decades and America got nothing
Critiques leadership and makes vague accusations about resource use without evidence, though the comment is somewhat incoherent.
@rafealrafeal6716
Mar 4, 2025
seems uturned already because canada said fuck you
seems uturned already because canada said fuck you
Critiques Canada's response or policy stance as dismissive or inadequate, though expressed colloquially.
Policy Critique
0.72
@ianrob4760
Mar 4, 2025
Trudeau is swimmin in the Peoples Money he only cares for his DONNORS
Trudeau is swimmin in the Peoples Money he only cares for his DONNORS
Criticizes Trudeau's financial priorities and makes unverified claims about donor influence.
@CookedSociety
Mar 4, 2025
The world knew this was coming and did nothing to protect their citizens and businesses from any of this. Everyone is retaliating and fist waving American citizens at the bad time we will have as …
The world knew this was coming and did nothing to protect their citizens and businesses from any of this. Everyone is retaliating and fist waving American citizens at the bad time we will have as a result. You can miss me with the fear mongering. Everyone is trying to take advantage of the U.S citizen and using the president as an excuse.
Criticizes government inaction and policy response while expressing concern about economic retaliation, though the comment is somewhat unclear in its specific targets.
@vazaruspaytonas
Mar 4, 2025
Oh, make no mistake,, Trump doesnt care about phent. why would he care about an addict, or an overdose from a someone who doesnt vote,,, Stop it!
Oh, make no mistake,, Trump doesnt care about phent. why would he care about an addict, or an overdose from a someone who doesnt vote,,, Stop it!
Critiques Trump's indifference to drug addiction/overdose issues while making an unverified claim about his motivations regarding non-voters.
@johncalhoun358
Mar 4, 2025
Trudeau is desperate and trying to show that he has got strong spine which he Doesn’t \nHe is supporting khalistanis and he is indirectly killing others
Trudeau is desperate and trying to show that he has got strong spine which he Doesn’t \nHe is supporting khalistanis and he is indirectly killing others
Criticizes Trudeau's leadership and makes unsubstantiated claims about supporting Khalistanis without evidence, mixing policy critique with conspiracy-adjacent allegations.
@srinivasj2761
Mar 5, 2025
Hes screwing himself and his people. They will ruse up against him.
Hes screwing himself and his people. They will ruse up against him.
Criticizes a political leader's actions with an implicit warning of popular backlash, blending policy critique with threat language.
@MIKE2HANDS
Mar 4, 2025
This moron isn't gone yet
This moron isn't gone yet
Dismissive criticism of a political figure's competence and continued presence in power.
Policy Critique
0.72
@vancecousin7166
Mar 4, 2025
He put the 25 tariffs because of Fentanyl and for the last four years Canda has allowed this drug to be trafficked and he allowed illegals to flow into our country for the last 4rs. …
He put the 25 tariffs because of Fentanyl and for the last four years Canda has allowed this drug to be trafficked and he allowed illegals to flow into our country for the last 4rs. \nRespect. If you had any respect for our country, you would not put our country in debt to keep Canada going . Stealing my tax dollars. If you respected us, you would deal with America as an honest broker.\nAmericans flip the bill for ungrateful countries who have no respect for America. It stops here.
Critiques government policy on tariffs, drug trafficking, and immigration while expressing economic grievances about taxes and national debt.
@bonniesaldana6152
Mar 4, 2025
Governor todo ??? . Lost a great ally India for supporting separatist criminal group now lecturing america how to maintain good relationship with allies
Governor todo ??? . Lost a great ally India for supporting separatist criminal group now lecturing america how to maintain good relationship with allies
Commenter criticizes Canadian government's foreign policy decisions regarding India and separatist groups, with an unverified claim about losing an ally.
@wisteria8791
Mar 4, 2025
Our Congress SITS ON ITS HANDS OVER FAKE ISSUES ABOUT FENTENAL COMING TO USA. Trump wants USA to become BRICS.
Our Congress SITS ON ITS HANDS OVER FAKE ISSUES ABOUT FENTENAL COMING TO USA. Trump wants USA to become BRICS.
Criticizes government inaction on policy issues while making an unsubstantiated claim about Trump and BRICS.
@donnahougenesq7302
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)