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
The speech was good but that’s not why Canadians hate him
The speech was good but that’s not why Canadians hate him
Critiques Trudeau's policies/leadership while asserting Canadian national sentiment ('Canadians hate him').
@OrientalOreo
Mar 4, 2025
The clown speaks .. not just a clown but a corrupt politicians …
The clown speaks .. not just a clown but a corrupt politicians …
Attacks the speaker as corrupt and incompetent, combining personal criticism with implicit policy disapproval.
@ajaykatoch9601
Mar 4, 2025
Ça peut bien être le bordel aux Québec vivre les libéraux il détruit Leur propre pays en plus du Québec qu'il ont détruit
Ça peut bien être le bordel aux Québec vivre les libéraux il détruit Leur propre pays en plus du Québec qu'il ont détruit
Criticizes Liberal government policy for destroying Quebec and the country, blaming political leadership for national decline.
StephaneMantha-kh9hs
Jan 27, 2026
Trump has just started..with likely hiccups...Canada is doing badly and Trudeau is on the verge of losing his position...Just do the need....stop drugs and illegal immigrants to USA...and show concern for the dissaperances ..and other …
Trump has just started..with likely hiccups...Canada is doing badly and Trudeau is on the verge of losing his position...Just do the need....stop drugs and illegal immigrants to USA...and show concern for the dissaperances ..and other injustices on its native population..The US will take care of itself...
Criticizes Canadian government policy on immigration and drugs while expressing concern about security and social issues, with some alarmist framing about national decline.
@devangerdthori3757
Mar 4, 2025
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
This guy is biased. You can’t assume everyone is coming in fairly with honest intentions. It’s far from that.
Accuses the speaker of bias and expresses skepticism about immigrant intentions, combining policy critique with underlying threat concerns.
yurigladtsynov1632
Jan 19, 2026
Donald is gonna end up doubling down, I guarantee it.
Donald is gonna end up doubling down, I guarantee it.
Prediction that Trump will escalate his position, implying criticism of his decision-making approach.
Policy Critique
0.75
@romanmartinez6458
Mar 4, 2025
Where is Justin hiding now?
Where is Justin hiding now?
Rhetorical question attacking Prime Minister's absence or accountability on immigration issues.
AM-my3jk
Jan 20, 2026
Trudeau is a joke
Trudeau is a joke
Brief dismissal of Trudeau as incompetent, expressing disapproval of leadership and policy.
Policy Critique
0.75
@HioSSilver1999
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
This guys a joke, a well spoken puppet… remember Covid.
This guys a joke, a well spoken puppet… remember Covid.
Dismisses Trudeau as a puppet and references COVID without evidence, combining critique with unsubstantiated claim.
@jeremyb1982
Mar 4, 2025
I don’t understand how orange stupid lost his first trade war he started during his first term and doubling down again thinking something will magically change. I suppose the only thing that changed was how …
I don’t understand how orange stupid lost his first trade war he started during his first term and doubling down again thinking something will magically change. I suppose the only thing that changed was how much more dummies drunk the orange Julius and here are now with folks proud of fellow Americans losing their jobs, a foreigner meddling with domestic policy, and shitting on our allies because they think these alleged cuts will somehow directly benefit their personal bank accounts.
Critiques US trade policy decisions and their economic consequences while questioning the logic behind them.
@JuniAku
Mar 4, 2025
Ill maks it make sense. The usa cannot fight a 2 prong war. Europe needs to focus on Russia while usa focuses on china. It was proven a year ago that if we fought with …
Ill maks it make sense. The usa cannot fight a 2 prong war. Europe needs to focus on Russia while usa focuses on china. It was proven a year ago that if we fought with both. We would run out of ammo in 2 weeks. We are competing with china now. Not Europe not Canada not mexico. China!
Commenter critiques military/geopolitical strategy, arguing US should prioritize China over European/Canadian concerns.
@sunnybeach4837
Mar 4, 2025
That's what these libs will never understand, you can't make consignments with these people and expect to appease them they'll always push for more and more until you have nothing left not to mention doing …
That's what these libs will never understand, you can't make consignments with these people and expect to appease them they'll always push for more and more until you have nothing left not to mention doing these consignments causes infighting which is also part of their plan. I can't tell you how many times I've heard a Democrat say these leftists aren't doing anything like excuse me Karen.
Criticizes negotiation and compromise strategies as ineffective, framing political opponents as inherently unreasonable and conspiratorial.
@urbanchaosgirlucg7
Mar 4, 2025
Justin, I thought you already resigned? Why you still speaking? But anyway, good luck to you. What Pres Trump request is not a rocket science. Well, you tariffs USA ?? we just reciprocate the deal.
Justin, I thought you already resigned? Why you still speaking? But anyway, good luck to you. What Pres Trump request is not a rocket science. Well, you tariffs USA ?? we just reciprocate the deal.
Critiques the Prime Minister's political position while discussing trade policy negotiations with the USA.
@beautifulmom9816
Mar 4, 2025
Justin Trudeau is a clown take it from a Canadian who knows an idiot we he see one Justin Trudeau policies are failures leaving law abiding citizens defenseless against criminals but letting hard criminals out …
Justin Trudeau is a clown take it from a Canadian who knows an idiot we he see one Justin Trudeau policies are failures leaving law abiding citizens defenseless against criminals but letting hard criminals out on bail and flooding our country with followers of Islam who hate west and the Christians Christians
Criticizes Trudeau's policies on criminal justice and immigration while invoking identity-based concerns about religious/cultural groups.
@PercyChown
Mar 4, 2025
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not …
Trudeau has had many accusations thrown at him for many yrs and none of them positive. That said, I for one salute the first world leader to stand his ground, speak the truth and not pander to Trumps bullying strategy. I have not witnessed any other world leader speak in this manner. I’ve witnessed many leaders pandering to an ego that is unbelievably narcissistic and quite simply inexplainable to me. \n\nMr Trump, this is not a reality tv show this is reality! The slogan he created ‘Make America Great Again’ is quickly becoming ‘Making America Alone’.
Critique of Trump's approach while praising Trudeau's stance, comparing leadership styles across nations.
@BK10011
Mar 4, 2025
Government did job on Immigrations we would not in mess day 1 they never let in point blank
Government did job on Immigrations we would not in mess day 1 they never let in point blank
Criticizes government immigration policy as inadequate, suggesting stricter controls from day one would have prevented current problems.
Policy Critique
0.75
alfredmajor428
Aug 28, 2025
They're stopping economic immigration, but why aren't they stopping Fake Asylum? Legal immigration stuffers while fraud prevails?
They're stopping economic immigration, but why aren't they stopping Fake Asylum? Legal immigration stuffers while fraud prevails?
Critiques immigration policy inconsistency and makes unsubstantiated claims about asylum fraud prevalence.
shawonahmed5775
Nov 20, 2025
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since …
Americans: You may think Trudeau is acting like a golden boy. His approval rating from his OWN country is a terrible 34% . He needs to step down like he has been taking about since November.
Critiques Trudeau's approval rating and calls for his resignation, citing a specific statistic (34%) presented without source verification.
@CarolinaGrl
Mar 4, 2025
Trudeau is such a poser.
Trudeau is such a poser.
Dismissive criticism of the prime minister's authenticity and credibility, framed as a character judgment.
Policy Critique
0.75
@top5paranormal254
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)