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
May DRAKE charge all Americans double for his content
May DRAKE charge all Americans double for his content
Urging Drake to take economic action (charge Americans double) as a form of retaliation.
Call to Action
0.75
@RayzeR87
Mar 4, 2025
I want these people out
I want these people out
Direct statement demanding removal of immigrants, functioning as an implicit call for policy action against a perceived threat.
nono86753
Sep 20, 2025
Talk to trump. I VOTED FOR THE BLACK WOMAN
Talk to trump. I VOTED FOR THE BLACK WOMAN
Urges engagement with Trump while asserting support for a specific political candidate, mixing action-oriented language with identity positioning.
@jasonnellis3566
Mar 4, 2025
Build a wall!
Build a wall!
Calls for border wall construction as a policy solution, implying security/containment concerns.
clarkythekillerboom3316
Jan 5, 2026
This video is long overdue time for change
This video is long overdue time for change
Vague call for systemic change ('time for change') without specifying what action or policy is desired.
Call to Action
0.75
amypage5700
Sep 12, 2025
good one tyler expose these traitorus liberal gov scumbags destroying canada
good one tyler expose these traitorus liberal gov scumbags destroying canada
Urges exposure of government as 'scumbags' while framing immigration policy as destructive, implicitly calling for political action.
robertalvorson8410
Jan 29, 2026
5:40 this guy should be president
5:40 this guy should be president
Expresses support for a person and suggests they should hold political office, implying endorsement for leadership.
Call to Action
0.75
motokev2727
Jan 27, 2026
keep voting liberal,,,,
keep voting liberal,,,,
Sarcastic urging of voters to continue supporting the Liberal party, functioning as a call to political action.
Call to Action
0.75
CFDoutdoors
Sep 8, 2025
At what point will the American Military step in to remove this Putin Stooge.\nTrump and Putins other acolytes need to go.
At what point will the American Military step in to remove this Putin Stooge.\nTrump and Putins other acolytes need to go.
Calls for military intervention to remove Trump, framing him as a threat aligned with Putin.
@Sparks127
Mar 4, 2025
Can we get Poilievre up there and send this woman back to directing 4th-grade plays?
Can we get Poilievre up there and send this woman back to directing 4th-grade plays?
Calls for replacing the current leader with an alternative politician while using dismissive language about the current leader.
@Really-tr7jn
Mar 4, 2025
GOOD SPEECH, BURY THOSE CLOWNS\n\nDONT BUY TESLA - THE ELECTRIC KETTLE - THEY SUCK AS CARS ANYWAY\n\nIF YOU'RE EUROPEAN, BUY WHAT'S FROM EUROPE
GOOD SPEECH, BURY THOSE CLOWNS\n\nDONT BUY TESLA - THE ELECTRIC KETTLE - THEY SUCK AS CARS ANYWAY\n\nIF YOU'RE EUROPEAN, BUY WHAT'S FROM EUROPE
Urges support for a speech/position ('BURY THOSE CLOWNS') and frames consumer choices along national/identity lines ('IF YOU'RE EUROPEAN, BUY WHAT'S FROM EUROPE').
@mieszanesztuki
Mar 4, 2025
Let's all keep voting liberal! Because elbows up, right? So is crime, housing prices, poverty, sickness, government sanctioned suicide. Yep, keep it up liberals and liberal voters.
Let's all keep voting liberal! Because elbows up, right? So is crime, housing prices, poverty, sickness, government sanctioned suicide. Yep, keep it up liberals and liberal voters.
Urges voters to stop supporting Liberal party, attributing multiple social problems to their governance.
DF-nz9go
Aug 28, 2025
Carry on MR. PRESIDENT. With God speed.
Carry on MR. PRESIDENT. With God speed.
Urges continued support and action ('Carry on') toward a political figure with religious invocation for momentum.
Call to Action
0.75
@charlenajean1401
Mar 4, 2025
Canada needs ICE
Canada needs ICE
Brief call for ICE (Immigration and Customs Enforcement), implying support for stricter immigration enforcement.
Call to Action
0.75
doctorskelestein
Aug 27, 2025
You know you are a canadian even if you did imigrate here , fight back against this liberal nightmare that has been inflicted upon us including these imigrant criminals and those that won't assimilate .
You know you are a canadian even if you did imigrate here , fight back against this liberal nightmare that has been inflicted upon us including these imigrant criminals and those that won't assimilate .
Urges Canadians to 'fight back' against government policy and immigrant 'criminals,' combining political action with fear-based framing.
wooddust1234
Aug 25, 2025
He should be the US PRESIDENT
He should be the US PRESIDENT
Advocates for a specific political outcome (making someone US president), implicitly urging support.
@giacomotognoni9865
Mar 4, 2025
Just don't go, easy breezy, stay the hell out
Just don't go, easy breezy, stay the hell out
Urges Canadians to avoid the USA entirely, framing it as a simple solution to an implied threat or problem.
roxannecox3872
Dec 8, 2025
No MP pensions get paid unless the budget is balanced. The budget would be balanced next year and a lot of people would be gone or lose benefits.
No MP pensions get paid unless the budget is balanced. The budget would be balanced next year and a lot of people would be gone or lose benefits.
Proposes linking MP pensions to balanced budgets as incentive mechanism to force fiscal responsibility and reduce government spending.
MapleMAGA1963
Feb 26, 2026
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high …
So many fraudsters with ZERO RESPECT for Canada! I hope CBSA is watching the guy at @2:14 before he overstays his welcome! Also, can we get a compilation of just the guy in the high viz vest? He's a rock star! Just call him High viz Harry if he doesn't want his name used... Pretty sad when the long time Indian immigrant doesn't even like the new comers🤣
As for the smuggler - I hope an anonymous tip was made...
Urges authorities to investigate suspected immigration fraud and overstaying, while praising compliant immigrants and calling for enforcement action.
keeneyeful
Feb 9, 2026
CfNoNx stop pushing the trump agenda. It is not America.
CfNoNx stop pushing the trump agenda. It is not America.
Urges others to stop promoting Trump's agenda, framing it as un-American and calling for resistance.
@danabennett4330
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)