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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Call to Action
2,768 comments
Ban TESLA CARS
Ban TESLA CARS
Brief directive urging a specific action (ban Tesla cars), though context is unclear.
Call to Action
0.70
@Pong0221
Mar 4, 2025
Do Texas next
Do Texas next
Viewer is requesting the creator produce similar content about Texas, urging a specific action.
Call to Action
0.70
Lowvibzz
Jan 28, 2026
TRUMP IS WRONG DON'T TAKE OVER CANADA ?? ?
TRUMP IS WRONG DON'T TAKE OVER CANADA ?? ?
Directly opposes Trump's potential takeover of Canada with emphatic rejection, framing it as a call against a perceived threat to Canadian sovereignty.
@JoeyJerow
Mar 4, 2025
No more lays no more coke no more god damn American smoke
No more lays no more coke no more god damn American smoke
Calls for boycott of American consumer products with emphatic, crude language; combines protest sentiment with sarcastic tone.
@traveler7137
Mar 4, 2025
Close all bases in Australia.
Close all bases in Australia.
A directive statement calling for closure of military bases in Australia, though context is unclear.
Call to Action
0.70
@jasonburns3187
Mar 4, 2025
not all US citizens, just trump and his minions sheep and lambs...we encourage you to stay strong, trump will be removed by force in due time
not all US citizens, just trump and his minions sheep and lambs...we encourage you to stay strong, trump will be removed by force in due time
Urges resistance against Trump supporters and calls for his removal, framed as moral imperative.
@LINHLAM-v6n
Mar 4, 2025
Wake up Canada!
Wake up Canada!
A brief exhortation to awareness/action, though vague in specifics; could also be interpreted as fear_threat but the imperative framing suggests mobilization.
Call to Action
0.70
Lulu-ye4bw
Aug 26, 2025
Tyler this is great journalism but you need to report this to the police !
Tyler this is great journalism but you need to report this to the police !
Praise for the journalist combined with urging escalation to law enforcement authorities.
Silvio360
Jan 28, 2026
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Who sent you???? Go back to your country and show us why and how ice is detaining Canadians (white dudes the way you love them)for no reason right now
Duplicate of previous comments: demands investigation of U.S. immigration enforcement with sarcastic racial framing.
adidvanvitelli3975
Jan 27, 2026
Trump for prison
Trump for prison
Expresses a demand for action (imprisonment) against a political figure, functioning as a call to action despite its brevity.
Call to Action
0.70
@JohnSmith-pg9ns
Mar 4, 2025
Thanks,Trudeau!
Thanks,Trudeau!
Sarcastic blame directed at Trudeau, implicitly calling for political change or accountability.
@billshogun7068
Feb 19, 2026
Force these new immigrants into conscription. This only makes sense since the Americans seem to only become even more aggressive.
Force these new immigrants into conscription. This only makes sense since the Americans seem to only become even more aggressive.
Proposes mandatory military service for immigrants as a policy solution, motivated by perceived external security threats.
stansmith9971
Jan 19, 2026
Now are there Americans clever enough to listen, that's the question!!
Now are there Americans clever enough to listen, that's the question!!
Urges Americans to listen/pay attention, implying a call for awareness or action on the issue.
@davidbosquette6604
Mar 4, 2025
Trudeau you’re finished bye bye
Trudeau you’re finished bye bye
Dismissive statement urging departure of political figure, functioning as a call for political change.
Call to Action
0.70
@julietcopeland5230
Mar 5, 2025
Tyler. read "EASY MEAT" book by Peter McLoughlin then do the final boss video... the rp gangs in UK. 1M victims.
Tyler. read "EASY MEAT" book by Peter McLoughlin then do the final boss video... the rp gangs in UK. 1M victims.
Urges the content creator to research and produce content on a specific book and topic, with potential misinformation about crime statistics.
removechan10298
Jan 27, 2026
Shut up Trudeau
Shut up Trudeau
Dismissive command directed at a political figure, implicitly calling for silence or removal from office.
@desperadopharaoh2361
Mar 4, 2025
Go live in Canada
Go live in Canada
Dismissive directive telling someone to leave, implying they don't belong in Canada.
@freddiemoralez1536
Mar 4, 2025
A dollar for dollar.\nA Trump for trump. ?\nGo Canada ??. Go!\nMark Carney for PM.
A dollar for dollar.\nA Trump for trump. ?\nGo Canada ??. Go!\nMark Carney for PM.
Cryptic call for reciprocal action ('dollar for dollar, Trump for trump') with encouragement for Canada and suggestion of Mark Carney as PM alternative.
@fuadalsakkaf2694
Mar 4, 2025
Pay up Justin.
Pay up Justin.
Imperative statement directing action toward the Prime Minister, likely demanding payment or accountability.
Call to Action
0.70
@Nuttyirishman85
Mar 4, 2025
Axe the tax
Axe the tax
Brief call to eliminate taxes, likely referencing carbon tax or other government levies.
Call to Action
0.70
@timcorkery5023
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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Discourse Quality (Perspective API)