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
Hello, you cannot wake up someone who pretendes to sleep. Dont bother mr. Prime Minister, Trump is gone
Hello, you cannot wake up someone who pretendes to sleep. Dont bother mr. Prime Minister, Trump is gone
Dismisses the Prime Minister's efforts as futile while referencing Trump's departure, combining political critique with implicit national positioning.
@ion-petrupopescu1115
Mar 4, 2025
Those cabinet members from the US know nothing because don the con put them in that position and they know nothing about the position they are in they came from fox and other things having …
Those cabinet members from the US know nothing because don the con put them in that position and they know nothing about the position they are in they came from fox and other things having nothing to to with government. Did any of them go to school to learn any of that? NO, they did not. No knowledge what so ever on the positions they are holding
Criticism of Trump's cabinet appointments and their qualifications, with unsubstantiated claims about their backgrounds and education.
@EstherVega-d4q
Mar 4, 2025
Cry me a river Trudeau.???
Cry me a river Trudeau.???
Dismissive criticism of Trudeau's policies or leadership, though brief and lacking specific policy details.
Policy Critique
0.75
@irenebrown3681
Mar 4, 2025
Tariffs don't work but we intend to use our own in response to Trump.?
Tariffs don't work but we intend to use our own in response to Trump.?
Skepticism about tariff effectiveness combined with questioning Canada's retaliatory tariff strategy, seeking clarification on policy logic.
@PaloDuro1021
Mar 4, 2025
What a hypocrite, he also decide to do that to the Canada. Like if he had the upper hand... This guy has to get out!! Trudeau, what a bad person and a liar.. he does …
What a hypocrite, he also decide to do that to the Canada. Like if he had the upper hand... This guy has to get out!! Trudeau, what a bad person and a liar.. he does exactly what he said.. hypocrite.. this guy is alao desire war over his people...
Accusation of hypocrisy against Trudeau for applying tariffs while criticizing Trump, with calls for his removal and framing of him as a threat to his people.
@Darty2590
Mar 4, 2025
You can call me mud but trump is screwing us all up
You can call me mud but trump is screwing us all up
Expresses criticism of Trump's policies/actions affecting Canada, though vague in specifics.
Policy Critique
0.75
@TerryBrooks-ef2ly
Mar 4, 2025
Traudo I remember your actions against the truckdriversrs becose they wonted free speach .\nI remember abused kids in the name of woke.\nResign
Traudo I remember your actions against the truckdriversrs becose they wonted free speach .\nI remember abused kids in the name of woke.\nResign
Criticizes Trudeau's past policy decisions (trucker protests, 'woke' policies) and calls for resignation.
@Agnetha-z2d
Mar 4, 2025
No Mr. Trudeau you have it wrong , our government didn't choose to do this to us... We voted for our government .......
No Mr. Trudeau you have it wrong , our government didn't choose to do this to us... We voted for our government .......
Critiques government policy/decisions while asserting collective responsibility ('we voted'), framing it as a shared national choice.
@FieldTeam7765
Mar 4, 2025
Have you thought about the corruption from Ukraine? They are not an ally. I’m a veteran also. Served 14 years, not just 4 like most. Please understand that hundreds of billions of dollars and equipment …
Have you thought about the corruption from Ukraine? They are not an ally. I’m a veteran also. Served 14 years, not just 4 like most. Please understand that hundreds of billions of dollars and equipment have been sent over there. What more can they be given?
Critiques government policy on Ukraine aid spending; makes unverified claims about corruption and aid amounts without evidence.
@andrewjames5294
Mar 4, 2025
I don’t agree with the government. It’s sad that our president is on Russia side. That’s not good. I feel like moving to Canada myself.❤
I don’t agree with the government. It’s sad that our president is on Russia side. That’s not good. I feel like moving to Canada myself.❤
Criticizes US government alignment with Russia; personal narrative element about considering relocation to Canada.
@ruthiebrewer131
Mar 4, 2025
The only thing I think I'd disagree with here is Trudeau calling Trump a smart man. I know he's trying to appeal to his vanity, but it still feels icky.
The only thing I think I'd disagree with here is Trudeau calling Trump a smart man. I know he's trying to appeal to his vanity, but it still feels icky.
Critiques Trudeau's diplomatic strategy of appealing to Trump's vanity as ethically questionable political behavior.
@aliciaflinchum6511
Mar 4, 2025
It is not about fentanyl......He has to give an argument but it is a false item.
It is not about fentanyl......He has to give an argument but it is a false item.
Critiques the fentanyl argument as false pretext for tariffs, questioning the legitimacy of stated policy rationale.
@rigomechelmans7191
Mar 4, 2025
Presidente Trump told you a month ago about the trade deficit in favor of Canada, also he told you about the fentanyl problem, but you ignored it and now you are complaining. What the f...
Presidente Trump told you a month ago about the trade deficit in favor of Canada, also he told you about the fentanyl problem, but you ignored it and now you are complaining. What the f...
Argues Canada ignored Trump's warnings about trade deficit and fentanyl, framing it as policy failure.
@guarchicona
Mar 4, 2025
Well pay your bills asshike. This chump is going to be hard learned like Zelenskyy. You do not treated us son! You got that!? Any questions?
Well pay your bills asshike. This chump is going to be hard learned like Zelenskyy. You do not treated us son! You got that!? Any questions?
Criticizes Trudeau's financial management and leadership while using aggressive, incoherent language suggesting confrontational stance.
@RC51SP2_
Mar 4, 2025
Grandstanding won't help you.
Grandstanding won't help you.
Criticizes a political action (grandstanding) as ineffective policy response.
Policy Critique
0.75
@matthewjones2513
Mar 4, 2025
Why didnt be speak to the equality of tariffs? Je seems to firget the most ?
Why didnt be speak to the equality of tariffs? Je seems to firget the most ?
Rhetorical question criticizing the speaker for omitting discussion of tariff equality in his response.
@TEMC8888
Mar 4, 2025
I have a hard time taking this guy seriously after what he has done to his own country.
I have a hard time taking this guy seriously after what he has done to his own country.
Expresses disapproval of a political leader's governance record, framed as loss of credibility due to domestic policy failures.
@NiclasFiordimondo
Mar 4, 2025
Spends your own Money \nFight your own wars...\nAMERICA is the not your RESPONSIBLE....\nSO Canada stop crying,and wheeping...?
Spends your own Money \nFight your own wars...\nAMERICA is the not your RESPONSIBLE....\nSO Canada stop crying,and wheeping...?
Criticizes Canadian government policy regarding military spending and international responsibility, comparing Canada unfavorably to the US.
@Asfan-w8x
Mar 4, 2025
All Libs do is say im this im that im the greatest!!! They never ever take accountability for there improper lack of common sense views. They also never know the facts, they just know how …
All Libs do is say im this im that im the greatest!!! They never ever take accountability for there improper lack of common sense views. They also never know the facts, they just know how to call you a racist
Attacks Liberal government policies and decision-making while asserting critics are unfairly labeled racist.
JonathanSchwartz-r4w
Feb 27, 2026
I like Canada but not a fan of this guy. Seems like he just wants revenge for a fair trade. Our relations are not deteriorating.
I like Canada but not a fan of this guy. Seems like he just wants revenge for a fair trade. Our relations are not deteriorating.
Critiques Trudeau's trade stance while comparing it to fair trade principles and assessing bilateral relations.
@FearlessLeis
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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