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
Canada...thank you! Please keep pushing Trump and his administration. We are counting on you to take this horrible person to task!
Canada...thank you! Please keep pushing Trump and his administration. We are counting on you to take this horrible person to task!
Commenter urges Canada to continue confronting Trump, framed as a call for action with implicit support for Canada's stance.
@RobertaOlsson
Mar 4, 2025
END immigration and deport the ones here. Problem solved!
END immigration and deport the ones here. Problem solved!
Explicit demand to end immigration and deport current immigrants, framed as a solution and urging policy change.
MohaveMission
Jan 27, 2026
Deport them and their family's with a permanent ban on ever returning
Deport them and their family's with a permanent ban on ever returning
Demands deportation of immigrants and their families with permanent bans, expressing strong enforcement action.
FatKidatSpeed
Feb 18, 2026
Americans call your congress and express your disgust with Trump, Musk, Vance and their followers. I am ashamed Canada, Mexico, Ukraine that you are beinging treated like this.?
Americans call your congress and express your disgust with Trump, Musk, Vance and their followers. I am ashamed Canada, Mexico, Ukraine that you are beinging treated like this.?
Urges Americans to contact Congress and express opposition, combined with expressions of solidarity with affected nations.
@debracarlson5511
Mar 4, 2025
Canada needs mass deportations. Thank you for shining a light on this.
Canada needs mass deportations. Thank you for shining a light on this.
The commenter advocates for mass deportations and thanks the video creator for raising the issue, combining policy demand with encouragement.
DrewTyler15
Jan 27, 2026
Enough is enough mass deportation is needed now period fast stop needs to be put in place until this is manageable
Enough is enough mass deportation is needed now period fast stop needs to be put in place until this is manageable
Demands mass deportation and policy action, framed as urgent response to perceived crisis.
suzanneeckstein13
Feb 18, 2026
Go home Trudeau
Go home Trudeau
Direct imperative urging Trudeau to leave office, functioning as a political demand.
Call to Action
0.85
@derkommissar4986
Mar 4, 2025
AND a convicted Felon is causing this !!!!!! My GOD America - we have to get the HUGE POS out of the WH !!!!!!
AND a convicted Felon is causing this !!!!!! My GOD America - we have to get the HUGE POS out of the WH !!!!!!
Expresses alarm about a political figure and urgently calls for removal from office.
@ryrys1601
Mar 4, 2025
As long as you keep voting liberal, this is the kind of minister the liberal party will keep in important positions ?
As long as you keep voting liberal, this is the kind of minister the liberal party will keep in important positions ?
The commenter urges voters to stop voting Liberal to prevent similar ministers from holding office, framing voting as a solution.
Oldfarmer52-ny4hw
Feb 28, 2026
It’s time all countries stand up to the USA as Canada is doing so. Put tariffs on your country, return the favour and do it back.
It’s time all countries stand up to the USA as Canada is doing so. Put tariffs on your country, return the favour and do it back.
Urges countries to implement retaliatory tariffs against the USA in response to trade actions.
@alanhindmarch4483
Mar 4, 2025
Please leave Canada , we don’t want you. Canadian youth need jobs now
Please leave Canada , we don’t want you. Canadian youth need jobs now
Demands immigrant departure with economic justification about job availability for Canadian youth.
Aj1987youknowit1
Jan 16, 2026
DEPORT DEPORT DEPORT DEPORT DEPORT DEPORTTTTTTTTTTTTTTT
DEPORT DEPORT DEPORT DEPORT DEPORT DEPORTTTTTTTTTTTTTTT
Repetitive demand for deportation functions as a call to action, with underlying fear/threat sentiment about immigration.
MaxHash
Jan 16, 2026
Deport them now we are full we don’t have jobs for Canadians
Deport them now we are full we don’t have jobs for Canadians
Demands deportation citing capacity limits and job scarcity for Canadian citizens, combining economic and fear-based arguments.
Mohammedpalle5934
Jan 16, 2026
We should see if this guy wants to be president of the United States.
We should see if this guy wants to be president of the United States.
Suggests a political figure should run for US president, implying support for alternative leadership.
Call to Action
0.85
@jasongunder8593
Mar 4, 2025
Trudeau needs to continue to stand up against trump. Please don’t resign. The next guy might capitulate.
Trudeau needs to continue to stand up against trump. Please don’t resign. The next guy might capitulate.
Urges Trudeau to continue his stance and not resign, combining a direct call to action with implicit support for his leadership.
@vanitayogeshwar5698
Mar 4, 2025
I would like to see every vehicle and every individual crossing into USA from Canada, or crossing into Canada from the USA have to pay a fee. PM Trudeau has spoken well on our behalf. …
I would like to see every vehicle and every individual crossing into USA from Canada, or crossing into Canada from the USA have to pay a fee. PM Trudeau has spoken well on our behalf. Moving forward - #BoycottUSA. Time to reinvent Canada without the USA.
Proposes specific policy changes (fees for border crossing) and explicitly calls for boycott action (#BoycottUSA) with nationalist framing.
@moniquemoreau3213
Mar 4, 2025
Smith needs to go for the sake of all Canadians. Call an election.
Smith needs to go for the sake of all Canadians. Call an election.
Calls for removal of a political figure and demands an election, framing it as necessary for national benefit.
@michaelconway4411
Feb 21, 2026
Trump needs to be removed ASAP.
Trump needs to be removed ASAP.
Direct urgent call for removal of Trump from office.
Call to Action
0.85
@mikael8276
Mar 4, 2025
Increase tariffs to 100% on Canada NOW... Show Canada they need us, we really dont need them. Those are Facts
Increase tariffs to 100% on Canada NOW... Show Canada they need us, we really dont need them. Those are Facts
Demands immediate tariff action ('NOW') framed as economic leverage, combining a direct call to action with economic reasoning about trade dependency.
@pinkyanbrain9251
Mar 4, 2025
Canada, please HELP us get him out!!!
Canada, please HELP us get him out!!!
Urgent plea for Canada to take action to remove someone, framed as a direct call for intervention.
Call to Action
0.85
@foolsday2530
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)