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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Comparative
2,420 comments
America Great again??? how about, no nations doing the trade with the US??? you stay with your people and no bothers other nations, I think thats kinda good solution too!!
America Great again??? how about, no nations doing the trade with the US??? you stay with your people and no bothers other nations, I think thats kinda good solution too!!
Compares US trade approach unfavorably to isolationism, suggesting other nations would benefit from US non-engagement.
@SnniAhmadi-ce7mb
Mar 4, 2025
Now the Americans know the mistake they did by electing Trump. He is our modern Hitler.
Now the Americans know the mistake they did by electing Trump. He is our modern Hitler.
Compares Trump to Hitler and frames Americans' election choice as a mistake, using historical comparison.
@EdmundHaule
Mar 4, 2025
i ve never liked trudeau.. but comparing with trump hes a good leader??
i ve never liked trudeau.. but comparing with trump hes a good leader??
Compares Trudeau favorably to Trump while expressing personal ambivalence about Trudeau.
@37-GARLIC
Mar 4, 2025
Putin's dream: Destabilize the close relationship of the US. border countries. What better first step to weaken their enemy? Putin is so much smarter than DJT. BTW, he called him Donald as speaking to an …
Putin's dream: Destabilize the close relationship of the US. border countries. What better first step to weaken their enemy? Putin is so much smarter than DJT. BTW, he called him Donald as speaking to an equal. Treudeau and Trump are equals.
Compares Putin, Trump, and Trudeau's intelligence and diplomatic positioning, with underlying concern about destabilization and geopolitical threats.
@convon712
Mar 4, 2025
Well done, tariff wars are not the same as diplomacy. Consider this happened in the first DT administration and the US lost those exports contracts to Brazil who gladly took them. DT had to send …
Well done, tariff wars are not the same as diplomacy. Consider this happened in the first DT administration and the US lost those exports contracts to Brazil who gladly took them. DT had to send farmers a bail out and this, well this will likely be worse. Hang in there border states. Well done Canada. Tsk, tsk 'Donald'. US citizens, become 'Indivisible'.
Compares current tariff situation to Trump's first administration and Brazil's competitive advantage, while expressing support for Canada.
@TH-eb5ro
Mar 4, 2025
Bro looks frozen in every interview and Canadians are just vibing like we normaly do lol
Bro looks frozen in every interview and Canadians are just vibing like we normaly do lol
Compares immigrant behavior (appearing frozen) to Canadian behavior (vibing normally), using cultural contrast.
Comparative
0.75
quinnfrederick13
Jan 29, 2026
Trump continues to demonstrate he is 100% aligned with Putin.
Trump continues to demonstrate he is 100% aligned with Putin.
Commenter makes a comparative claim about Trump's alignment with Putin, positioning geopolitical actors in relation to each other.
@hepcat5199
Mar 4, 2025
Canada will win this trade war ??
Canada will win this trade war ??
Frames Canada's position in a trade conflict, implicitly comparing national outcomes.
Comparative
0.75
@jickyfam1235
Mar 4, 2025
just a couple of mistakes here and there, USA's biggest ally is México, Canada is a close 2nd. But Canada and Mexico can be great partners work together and just forget the dumbasses in between …
just a couple of mistakes here and there, USA's biggest ally is México, Canada is a close 2nd. But Canada and Mexico can be great partners work together and just forget the dumbasses in between =)
Compares Canada and Mexico as US allies while advocating for partnership and cooperation between them.
@mfahmel
Mar 4, 2025
As an American, this makes sense. We have always had a deficit with canada and Europe. Trump wants that to end, and America is always stronger on its own. As much as I like our …
As an American, this makes sense. We have always had a deficit with canada and Europe. Trump wants that to end, and America is always stronger on its own. As much as I like our neighbors in Canada, your government is trash and has been trashing your country. You guys need your own donald
American commenter comparing US and Canadian governments while advocating for nationalist economic policy and stronger leadership.
@gabevive71
Mar 4, 2025
Oh, it would be so nice to have a solid leader like Trudeau, not the criminal we have.
Oh, it would be so nice to have a solid leader like Trudeau, not the criminal we have.
Compares Canadian and US leadership, expressing preference for one leader over another in a comparative context.
@lindseyarnold1586
Mar 4, 2025
Principles for Dealing with The Changing World Order By Ray Dalio. \nAlthough it may seem like Trump is hurting the economy at the time being. He is doing the US economy a long term favor. …
Principles for Dealing with The Changing World Order By Ray Dalio. \nAlthough it may seem like Trump is hurting the economy at the time being. He is doing the US economy a long term favor. Nothing personal against our fellow Canadians. We love our allies. But the US needed a Leader like Trump after the Bummy Biden administration. God Bless EVERYONE reading this comment. We will all make it through this.
Compares US and Canadian leadership, references a book on geopolitics, and expresses solidarity with allies while supporting Trump's economic approach.
@mariofuentes1562
Mar 4, 2025
Good Luck american Trump is crazy , prepare your army for get out !
Good Luck american Trump is crazy , prepare your army for get out !
Compares Canada to the US and Trump, expressing concern about American instability as a threat to Canada.
@MichelSt-Laurent
Mar 4, 2025
What exports do usa sell around the globe? Coca cola, Macdonald/fast food. Garbage fatty food. Automobiles, all shit. , clothing, all cheap nasty crap. No one byesLevi's, nike, polo , say goodbye to Burberry, gucci, …
What exports do usa sell around the globe? Coca cola, Macdonald/fast food. Garbage fatty food. Automobiles, all shit. , clothing, all cheap nasty crap. No one byesLevi's, nike, polo , say goodbye to Burberry, gucci, d&d McQueeni could go on in the thousandsof brands. US OIL , SHALE OIL, poor quality, shit beer, shit wine, shit whiskey etc etc . OPEC WONT CAVE. CANADA already, stopping Electric from Canada to Northern US stares. Already crops dying on the vine, etc because the workers have bee deported. And now he stop aid, to Ukraine. Europe, Uk, Commonwealth Countries, increases nations every day now, is turning it/ their backs. What shame, truly a shame.
Comment compares US exports and quality negatively to other nations, framing Canada/Europe favorably against American products and policies.
@BarbaraNichols-m7h
Mar 4, 2025
Our president is a Fool! This man is an Intelligent Leader who knows how to carry a conversation.
Our president is a Fool! This man is an Intelligent Leader who knows how to carry a conversation.
Comparison of Trudeau favorably to Trump as a leader, with implicit ranking of national leadership.
@empproductionsllc
Mar 4, 2025
So much for American exceptionalism. Remember that?
So much for American exceptionalism. Remember that?
Compares current US behavior to historical American exceptionalism, questioning the consistency of American identity and values.
@westhavenor9513
Mar 4, 2025
Trump regime is a sounder, who will tarnished a beautiful garden and serenity
Trump regime is a sounder, who will tarnished a beautiful garden and serenity
Compares Trump to another leader (implied Putin reference) and frames Canada as superior, using comparative national ranking.
@Rajan-ur8ip
Mar 4, 2025
Trump is playing Checkers while Putin plays Chess
Trump is playing Checkers while Putin plays Chess
Compares Trump and Putin's strategic approaches, implying a judgment about relative intelligence or cunning.
@GojeeTV
Mar 4, 2025
if any other country did what US did, they would get sanctions from US and every ally of US, CIA would try to overthrow their government and US would openly fund radical revolutionists inside that …
if any other country did what US did, they would get sanctions from US and every ally of US, CIA would try to overthrow their government and US would openly fund radical revolutionists inside that country. And of course if that doesnt succeed, there is always invasion and military genocide by uncle Sam
Compares US behavior to hypothetical actions by other countries, with unverified claims about CIA overthrows and military intervention patterns.
@fendularatsq2317
Mar 4, 2025
Trump best, justin joker ?
Trump best, justin joker ?
Comparative ranking of Trump versus Trudeau, with dismissive characterization of the latter.
Comparative
0.75
@InfoCentre4U
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)