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
Dont like Trudeau but I have to say, great last speech. Trump is such a liar about fentanol from Canada. Good luck USA, you are in for one hell of a ride !
Dont like Trudeau but I have to say, great last speech. Trump is such a liar about fentanol from Canada. Good luck USA, you are in for one hell of a ride !
Criticizes Trump's fentanyl claims as false while acknowledging Trudeau's speech quality, combining policy critique with a factual dispute.
@Neil-fm8zp
Mar 4, 2025
What’s the issue? It’s what liberal voters voted for
What’s the issue? It’s what liberal voters voted for
Critiques immigration policy as a consequence of liberal voter choices, blaming a political group.
georgedesjardins6080
Dec 8, 2025
They do not communicate with Canadians at all. Why did the PM let them in????
They do not communicate with Canadians at all. Why did the PM let them in????
Criticizes government communication and questions PM's immigration decisions, combining critique with rhetorical questioning.
peggylaviolette8303
Dec 9, 2025
Trump is bad for Muslims and bad for his own Alliance. Good luck world.
Trump is bad for Muslims and bad for his own Alliance. Good luck world.
Criticizes Trump's policies toward Muslims and international alliances, framing it as both a policy failure and moral wrong.
@shehlakalsoom6423
Mar 4, 2025
You must understand this, Trump is looking for money back by any means no matter what. So that's the reason of his nonsense policy.\nRegarding the drugs, they only talk about pentenyl, but they do not …
You must understand this, Trump is looking for money back by any means no matter what. So that's the reason of his nonsense policy.\nRegarding the drugs, they only talk about pentenyl, but they do not say nothing about cocaine, Opio or marihuana, wonder why?
Critiques Trump's drug policy as selective and financially motivated, with an unverified claim about selective reporting of drug types.
@piedralite
Mar 4, 2025
Trudeau can return the US aid sent to them annually for $350 Billion. The UK should be responsible for aid to Canada, not the United States. Trudeau doesn’t appreciate our aid.
Trudeau can return the US aid sent to them annually for $350 Billion. The UK should be responsible for aid to Canada, not the United States. Trudeau doesn’t appreciate our aid.
Critiques government policy regarding foreign aid allocation and suggests alternative arrangements based on economic reasoning.
@Sofia-y1u2c
Mar 4, 2025
These tariffs have nothing at all to do with Fentanyl. It’s just a stupid excuse to screw up everyone’s economy. Our president is a despicable dictator and his voters still continue to justify his psychotic …
These tariffs have nothing at all to do with Fentanyl. It’s just a stupid excuse to screw up everyone’s economy. Our president is a despicable dictator and his voters still continue to justify his psychotic behavior.
Critiques tariff policy as economically harmful and based on false pretenses, combined with moral condemnation of the president.
@irenaschulz2286
Mar 4, 2025
The "smugglers" are basically scammers.. you can do this route on your own.. you just gotta Google it and figure out where the crossing is. And then call a cab from the u.s. to pick …
The "smugglers" are basically scammers.. you can do this route on your own.. you just gotta Google it and figure out where the crossing is. And then call a cab from the u.s. to pick you up.
User critiques smuggling operations and immigration procedures, offering practical information about border crossing alternatives.
johnlooksup9349
Jan 28, 2026
P.M. Trudeau is wrong about Trump being smart. Trump is unbelievably stupid. Unfortunately for us, his thinking is done for him by the Kremlin.
P.M. Trudeau is wrong about Trump being smart. Trump is unbelievably stupid. Unfortunately for us, his thinking is done for him by the Kremlin.
Criticizes Trump's intelligence and includes an unverified conspiracy claim about Kremlin influence.
@mm-tc3kt
Mar 4, 2025
I love how individual states are begging and pleading with Canadians to come and visit them all while the federal government just layers on crazy after crazy.
I love how individual states are begging and pleading with Canadians to come and visit them all while the federal government just layers on crazy after crazy.
Critiques federal US policy as erratic while noting state-level contradictions, with implicit comparison to Canadian stability.
mikearchibald744
Dec 10, 2025
This stupid fool refused to trade LNG with Europe and Japan. Now he just wants his name in lights one last time.
This stupid fool refused to trade LNG with Europe and Japan. Now he just wants his name in lights one last time.
Criticism of Trudeau's LNG trade decisions and motives, arguing he refused beneficial trade deals and is now seeking personal recognition.
Policy Critique
0.78
@bushmaster369
Mar 4, 2025
Invoice the Country's of origin.
Invoice the Country's of origin.
Proposes a policy solution (billing origin countries) as a critique of current immigration cost-sharing.
Bruce-f6n
Dec 25, 2025
Canada should not be too economically dependent on the United States.Canada must have a strong economic position with countries around the world.The United States no longer considers Canada a friend.The United States under the leadership …
Canada should not be too economically dependent on the United States.Canada must have a strong economic position with countries around the world.The United States no longer considers Canada a friend.The United States under the leadership of a man who is arrogant and wants to do whatever he wants.The United States should not have arrogant leaders destroying its allies.Trump is just a piece of rotten wood that will be melted by water.The United States should not let a piece of wood lead the country..
Argues Canada should diversify economic partnerships and criticizes US leadership under Trump, combining domestic policy critique with international comparison.
@BoreyChulsa
Mar 4, 2025
I Would like People to Know, as Far as Best President's in the History 2024 Ranking, Predident Obama was Ranked 7th, President Biden Ranked 14th, and Finally, where do think the individual that's back in …
I Would like People to Know, as Far as Best President's in the History 2024 Ranking, Predident Obama was Ranked 7th, President Biden Ranked 14th, and Finally, where do think the individual that's back in the most Powerful Office Ranked, Dead last, and still they put him back in to office after all the Turmoil this child has brought to America, now I wonder, is America this Naive to be Conned again, and with all the Destruction and Hate on his hands, Amazing!!!?
Critiques Trump's leadership by citing presidential rankings and questioning American voters' judgment, combining policy evaluation with moral concern.
@kennethcooperjr.9127
Mar 4, 2025
The free world has been hurting trump friends for the last 3 years, so now he is in office he's gonna hurt the free world.
The free world has been hurting trump friends for the last 3 years, so now he is in office he's gonna hurt the free world.
Frames Trump's policies as retaliatory response to prior treatment, suggesting tit-for-tat escalation and threat to global stability.
@wearemadefromthestars3310
Mar 4, 2025
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
well the east feels what alberta felt in the 80s we lose everthing natioal energy program from a treudeu now its the east will feel this pain from bad discions by a treudeu
Critiques current government decisions by comparing them to past regional economic hardship caused by previous policy, blaming leadership.
@billoldfield2843
Mar 4, 2025
The Orange one is NOT smart. Quit acting like he is.
The Orange one is NOT smart. Quit acting like he is.
Dismisses Trump's intelligence and criticizes his portrayal in media or discourse.
Policy Critique
0.78
@vet2023
Mar 4, 2025
You won’t get through to the MAGA people who voted for Trump. They will go to bed and recite the need to stop illegal immigration, gays, abortion, gun-control or whatever single issue they are voting …
You won’t get through to the MAGA people who voted for Trump. They will go to bed and recite the need to stop illegal immigration, gays, abortion, gun-control or whatever single issue they are voting for and pretend again Trump hasn’t given the world enough reason to have voted against him 4 years ago
Critiques Trump supporters' voting patterns and single-issue focus while questioning their reasoning.
@Junyan89
Mar 4, 2025
Immigration is being reduced by Carney. We’re all good
Immigration is being reduced by Carney. We’re all good
References specific policy action (Carney reducing immigration) and expresses approval, engaging with government immigration policy.
Policy Critique
0.78
NoBS249
Jan 28, 2026
It’s trump….. it will never make sense.jumping through hoops for him won’t make a difference obviously. I haven’t a clue why he’s hurting his own people.
It’s trump….. it will never make sense.jumping through hoops for him won’t make a difference obviously. I haven’t a clue why he’s hurting his own people.
Criticizes Trump's policies as harmful to his own citizens and expresses skepticism that diplomatic efforts will be effective.
@nursebev2249
Mar 4, 2025
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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)