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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Question
1,353 comments
So, he's just going to do the same thing as trump? If tariffs from trump are hurting US citizens, won't that hurt canada even more as well?
So, he's just going to do the same thing as trump? If tariffs from trump are hurting US citizens, won't that hurt canada even more as well?
Seeks clarification about policy consequences, questioning whether Canada's tariff strategy will harm its own citizens economically.
@talobsta
Mar 4, 2025
i have question about the indians that lives in canada ! if the us somehow attack canada ! are the indians there will defend canda or they will run away or they will help the …
i have question about the indians that lives in canada ! if the us somehow attack canada ! are the indians there will defend canda or they will run away or they will help the american to attach the candians people there
Information-seeking question about immigrant loyalty in hypothetical military conflict, framed with identity/belonging concerns.
kurtcobain7388
Jan 27, 2026
I dont get this? US puts tariffs on a country, they do the same? Is there any winnings here?
I dont get this? US puts tariffs on a country, they do the same? Is there any winnings here?
Seeks clarification about tariff policy mechanics and outcomes, expressing confusion about economic strategy.
@gollese
Mar 4, 2025
Is there any reason this wasn't done on day 1?
Is there any reason this wasn't done on day 1?
Rhetorical question criticizing delayed policy implementation, seeking explanation for government inaction on immigration matters.
MisterTelepathic
Feb 18, 2026
America what is our solution to this matter. How do you find the perfect balance with immigration?
America what is our solution to this matter. How do you find the perfect balance with immigration?
Seeks advice on immigration policy balance, comparing Canada's approach to America's.
DANNY_ASTRO
Jan 27, 2026
Hey Canada, your new commitment to stop the flow of phentinol, is it on point. What took you so long to do what should have been done a decade ago? You must have had nothing …
Hey Canada, your new commitment to stop the flow of phentinol, is it on point. What took you so long to do what should have been done a decade ago? You must have had nothing to gain. What has changed?
Seeks information about Canada's fentanyl policy while implicitly critiquing the delayed implementation and questioning government motives.
@anthonygarland933
Mar 4, 2025
What about our hard-working doctors?
What about our hard-working doctors?
Brief rhetorical question raising concern about the impact on Canadian healthcare professionals, seeking acknowledgment of their situation.
Question
0.80
stephenstaeger1888
Feb 26, 2026
Australia ?? with you ??
Australia ?? with you ??
Brief question asking whether Australia is aligned with Canada, seeking clarification about international positioning.
@bolwell
Mar 5, 2025
Isn't that the same prime Minister who resigned in disgrace?
Isn't that the same prime Minister who resigned in disgrace?
Asks a clarifying question about a prime minister's past resignation while implying criticism of their record.
@jthoma82
Mar 4, 2025
Is even like this in small town Saskatchewan.
Is even like this in small town Saskatchewan.
An incomplete question seeking information about whether similar conditions exist in Saskatchewan, framed as a comparative inquiry.
BraydenSZ
Jan 28, 2026
Can't us in the EU strike a free trade deal asap to help Canada? I wonder.
Can't us in the EU strike a free trade deal asap to help Canada? I wonder.
Poses an information-seeking question about EU-Canada trade deals while comparing international relationships.
@loloflores123
Mar 4, 2025
I don’t agree with Trump but I’m trying to understand this….So he (Trudeau) punishes his own nation with carbon tariffs then tells his nation how tough it’s gonna be now that a foreign president applies …
I don’t agree with Trump but I’m trying to understand this….So he (Trudeau) punishes his own nation with carbon tariffs then tells his nation how tough it’s gonna be now that a foreign president applies tariffs…I’m sorry I just don’t get it…instead of starting a fight that will hurt us even more, why don’t he just let go of the carbon tax to help the suffering…\nIs he actually care or is it just politics ?
Primarily seeks understanding of policy logic through rhetorical questions, while expressing skepticism about government priorities.
@AndMec75
Mar 5, 2025
Hey justin they use fentanyl in hospitals. Big words but no actions. You going to fight the cartels?
Hey justin they use fentanyl in hospitals. Big words but no actions. You going to fight the cartels?
Poses a direct question to the Prime Minister about drug policy action while implicitly criticizing lack of concrete measures.
@mthz333
Mar 5, 2025
I thought this guy was going to resign ?
I thought this guy was going to resign ?
Seeks clarification about Trudeau's resignation status, referencing prior statements or rumors.
@RLDANONMOUS
Mar 4, 2025
I'd like to know what the REAL reason is for moving forward with these tariffs. The fentanyl excuse is bullshit.
I'd like to know what the REAL reason is for moving forward with these tariffs. The fentanyl excuse is bullshit.
Seeks information about true motivations behind tariffs while expressing skepticism about the stated fentanyl justification.
@toshvader2055
Mar 4, 2025
As a Montrealer, I would love to know how you are in the middle of MTL and also be 30 mins away from the boarder?
As a Montrealer, I would love to know how you are in the middle of MTL and also be 30 mins away from the boarder?
Seeks factual clarification about geographic inconsistencies in the video's narrative.
danieldanna4764
Jan 27, 2026
please give me canadian citizenship I comin
please give me canadian citizenship I comin
Direct request for information/assistance regarding Canadian citizenship, framed as a personal plea.
@radharaniaugustine9632
Mar 4, 2025
If I’m not mistaken, Canada maintains a significant trade surplus with the U.S. and has traditionally imposed higher tariffs on U.S. products, particularly in protected industries like dairy and agriculture?
If I’m not mistaken, Canada maintains a significant trade surplus with the U.S. and has traditionally imposed higher tariffs on U.S. products, particularly in protected industries like dairy and agriculture?
Commenter poses a factual question about Canada-US trade dynamics while comparing tariff policies between nations.
@embassydirect5914
Mar 4, 2025
25%? Dang!! ?
25%? Dang!! ?
Brief expression of surprise/inquiry about a statistic mentioned in the video.
Question
0.80
@dollygood66
Mar 4, 2025
Immigration used one of the best in world. What happened? How did we get to the worst?
Immigration used one of the best in world. What happened? How did we get to the worst?
Seeks explanation for perceived decline in Canada's immigration system quality through rhetorical questions.
LorraineArams
Feb 26, 2026
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)