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
If canada thinks they can keep up on technology without america, have at it.
If canada thinks they can keep up on technology without america, have at it.
Compares Canada's technological capacity to America's, questioning Canada's ability to compete independently.
@itsyaboit7815
Mar 4, 2025
Bravo Trudeau. Trump/musk are rampantly decimating daily the US domestically and internationally
Bravo Trudeau. Trump/musk are rampantly decimating daily the US domestically and internationally
Compares Trudeau favorably to US leaders (Trump/Musk), positioning Canada positively against the US.
@barbarapennington-cn7ky
Mar 4, 2025
I wish California could break away from the US. No offense guys.
I wish California could break away from the US. No offense guys.
Expresses preference for California separation from US, implicitly ranking political jurisdictions and expressing identity dissatisfaction.
@paulamoors
Mar 4, 2025
The courage that Europe does not have.
The courage that Europe does not have.
Compares Canada favorably to Europe, praising Canadian courage in contrast.
@douglaslassance
Mar 4, 2025
As a US citizen, Trudeau would be a much better president of the US.
As a US citizen, Trudeau would be a much better president of the US.
Compares Trudeau favorably to US leadership, ranking Canadian leadership above American alternatives.
@DavidBoe
Mar 4, 2025
Canada “our 51st state” hahahahhahahha can we all be Canada?!?! We have lunatics in charge doing what they want while nothing is done about it
Canada “our 51st state” hahahahhahahha can we all be Canada?!?! We have lunatics in charge doing what they want while nothing is done about it
Compares Canada favorably to the US while criticizing American leadership, using comparative ranking of nations.
@Mathewdavid4
Mar 4, 2025
The rest of the world is laughing at the US & its sad....I don't want to hear one maga complaining you wanted him & now you have him...smh
The rest of the world is laughing at the US & its sad....I don't want to hear one maga complaining you wanted him & now you have him...smh
Compares US reputation negatively to the rest of the world, framing international perspective on American politics.
@onlystiltonrd3650
Mar 4, 2025
This guy should have been the president in the US. That's how a president talk and act
This guy should have been the president in the US. That's how a president talk and act
Compares Trudeau favorably to US presidents, ranking leadership across nations.
@Tech1Tv
Mar 4, 2025
American government gone nuts lately, brings up questions on nearly every topic.. That was one hell of a speech, Mr. PM Trudeau
American government gone nuts lately, brings up questions on nearly every topic.. That was one hell of a speech, Mr. PM Trudeau
Compares American government unfavorably to Canada while praising PM Trudeau's speech.
@hollatoyou1855
Mar 4, 2025
This doesn't make any sense. We are the closest of friends. Why are we ratcheting up tension with Canada?
This doesn't make any sense. We are the closest of friends. Why are we ratcheting up tension with Canada?
Comment compares US-Canada relations and questions why tension is escalating between the two allied nations.
@Eagle-cy4qj
Mar 4, 2025
Europe stands with Canada against the US and Russia!!!
Europe stands with Canada against the US and Russia!!!
Positions Europe and Canada together against external actors, using international comparison to frame alignment.
@michaellaursen1920
Mar 4, 2025
very well said canada like. usa is acting dumb
very well said canada like. usa is acting dumb
Compares Canada favorably to the USA, positioning the US as acting foolishly in a comparative national framing.
@carloszamudio9014
Mar 4, 2025
Regards from Finland. We just joined Nato, seeking for friends and allies. This is where we are now. Biggest NATO country literally bullying everyone else BUT Russia. This is insanity.
Regards from Finland. We just joined Nato, seeking for friends and allies. This is where we are now. Biggest NATO country literally bullying everyone else BUT Russia. This is insanity.
Compares Canada's NATO stance to Finland's position and critiques Canadian foreign policy through international comparison.
@technoviking9999
Mar 4, 2025
Everyone is.\nLaughing at America no, they're not.They're laughing at that idiot we have as a president enjoy your vote ?
Everyone is.\nLaughing at America no, they're not.They're laughing at that idiot we have as a president enjoy your vote ?
Compares international perception of America versus the U.S. President, with criticism of American leadership.
@emiliochervoni9264
Mar 4, 2025
Canada, the country the US wishes it was.
Canada, the country the US wishes it was.
Compares Canada favorably to the United States, asserting national superiority.
@kevinblyth6549
Mar 4, 2025
Yea well trumps is doing the same to south Africa it's called bullying
Yea well trumps is doing the same to south Africa it's called bullying
Compares Trump's actions toward South Africa to the subject of the video, framing both as bullying behavior.
@samkelosam7581
Mar 4, 2025
I wish America had a leader like Trudeau. Imagine a government that actually says it wants to help its citizens during this challenging time in the world. Versus Trump and Musk cutting government programs that …
I wish America had a leader like Trudeau. Imagine a government that actually says it wants to help its citizens during this challenging time in the world. Versus Trump and Musk cutting government programs that help vulnerable people survive.
Compares Trudeau favorably to Trump/Musk on grounds of government support for vulnerable citizens.
@joannakale
Mar 4, 2025
was good to see so many canadian & ukrainian flags out in my city today. the shelves in stores with american products are empty, just like the past promises of US government. ?
was good to see so many canadian & ukrainian flags out in my city today. the shelves in stores with american products are empty, just like the past promises of US government. ?
Compares Canada favorably to the US through observations about flags, empty shelves, and broken promises, positioning nations against each other.
@timmyrushton9203
Mar 4, 2025
hes not willing to become the 51st state quite obvious but the Canadians want to be the 51st state.
hes not willing to become the 51st state quite obvious but the Canadians want to be the 51st state.
The comment compares Canada-US relations using the '51st state' metaphor to frame relative political positions and national sovereignty.
@privateross99
Mar 4, 2025
Canada will fall long before the USA will.
Canada will fall long before the USA will.
Comparative ranking of Canada versus the USA with implicit concern about Canada's decline relative to another nation.
@ertren6
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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