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
Canadians, Half of Americans do not want this! Little more than half of American citizens subscribed to the FAFO by voting for Trump, ??! Please bring penalties without holding back. 47 and his voters must …
Canadians, Half of Americans do not want this! Little more than half of American citizens subscribed to the FAFO by voting for Trump, ??! Please bring penalties without holding back. 47 and his voters must learn. 47 won't. Our American citizens need to learn. Respect to Canada and Canadians. ?
Urges Canada to impose penalties on Trump and his voters as punishment, framed as a moral lesson.
@emeriscottii409
Mar 4, 2025
ZERO POWER.\nZERO FUEL.\nOR ZERO VOTES\n...PERIOD...
ZERO POWER.\nZERO FUEL.\nOR ZERO VOTES\n...PERIOD...
Cryptic call for political action through voting or removal of power, though phrasing is unclear and potentially coded.
Call to Action
0.70
@skooool
Mar 4, 2025
Trudeau YOUR GONE...so do you think what U say matters...
Trudeau YOUR GONE...so do you think what U say matters...
Dismisses Trudeau's authority and implicitly calls for his removal from power.
@DESMITH-du9uk
Mar 4, 2025
Canada needs ICE urgently.
Canada needs ICE urgently.
Advocates for ICE (likely Immigration and Customs Enforcement), framed as an urgent policy need, combining critique with implicit call for action.
BasedMisatoSpeaks1488
Jan 27, 2026
Just them out !!!!!!
Just them out !!!!!!
Fragmented demand to remove immigrants ('Just them out'), functioning as a direct call to action despite unclear grammar.
Call to Action
0.70
padimills1494
Apr 15, 2025
Just don’t go..screw them.
Just don’t go..screw them.
Urges others not to visit/go somewhere, functioning as a negative recommendation or discouragement.
Call to Action
0.70
alexsubotich2652
Dec 10, 2025
Lets vote again...emergency situation.. and let's count all the votes...and reinstate those falsely thrown off thevoter rolls (think racist Georgia etc.
Lets vote again...emergency situation.. and let's count all the votes...and reinstate those falsely thrown off thevoter rolls (think racist Georgia etc.
Urges voting and vote recounting while making unverified claims about voter roll purges, mixing actionable demands with factual assertions.
@Aditiji108
Mar 4, 2025
Eff off trump and Vance. ??
Eff off trump and Vance. ??
Dismissive call directed at Trump and Vance, urging rejection or opposition.
Call to Action
0.70
@GREGUNIT715
Mar 4, 2025
Canadian trade should stop drive them into the dirt then buy canada for pennies on the dallar,i have canadian blood in on both sides of my family ,the dum conocks dont even know there a …
Canadian trade should stop drive them into the dirt then buy canada for pennies on the dallar,i have canadian blood in on both sides of my family ,the dum conocks dont even know there a communist state
Urges economic action (trade stoppage) while making unverified claims about Canada being a 'communist state' and asserting family identity.
@johnheisler9782
Mar 4, 2025
We need trumph
We need trumph
Advocates for Trump-style leadership as a solution to Canada's immigration issues.
IEluca
Aug 30, 2025
Trudea should offer citizenship to those that want to to leave the US. It would make everyone happy.
Trudea should offer citizenship to those that want to to leave the US. It would make everyone happy.
Proposes a policy action (offering US citizenship) with ironic tone suggesting it would resolve political tensions.
@user-ye8bh1sl6d
Mar 4, 2025
bring ICE to surrey
bring ICE to surrey
Calls for ICE (immigration enforcement) deployment to Surrey, implying urgent security threat requiring action.
yeon723
Feb 18, 2026
Win for free speech!
Win for free speech!
Brief celebratory statement about free speech victory, implicitly supporting the video's message.
Call to Action
0.70
andiige
Feb 3, 2026
Another referendum question to add would be: “Do you support defunding the main stream media?”
Another referendum question to add would be: “Do you support defunding the main stream media?”
Proposes adding a referendum question about defunding mainstream media, suggesting a policy action.
Call to Action
0.70
@ToonieCollector
Feb 20, 2026
Time to take care of Americans. That's the bottom line cause donold trump said so ?
Time to take care of Americans. That's the bottom line cause donold trump said so ?
Urges prioritizing Americans over immigrants, with nationalist framing and reference to Trump as authority figure.
@ViralEchoesInc
Mar 4, 2025
Why don't you talk about England's invasion in India for 200 years? They stole everything, committed crimes...talk about them.
Why don't you talk about England's invasion in India for 200 years? They stole everything, committed crimes...talk about them.
The commenter is urging the video creator to address historical injustices, implicitly calling for different content coverage while invoking moral arguments about past wrongs.
happyd6145
Feb 4, 2026
It gets real when leaders start speaking out. We Americans are so misinformed as a whole these days. This has to speak to something! WAKE up MAGA, we need our country sane not separated. On …
It gets real when leaders start speaking out. We Americans are so misinformed as a whole these days. This has to speak to something! WAKE up MAGA, we need our country sane not separated. On the big stage we don’t look good as Americans. We’re too busy fighting each other.
Combines personal observation about American misinformation with urgent call to wake up and unite the country.
@2011d3stiny
Mar 4, 2025
Send this to the Donald war with Canada is going to happen.
Send this to the Donald war with Canada is going to happen.
Appears to reference a political figure and suggests escalation to conflict, combining alarmism with a call to action.
jimplimkin4026
Jan 28, 2026
time to bring I.C.E. to Canada yes
time to bring I.C.E. to Canada yes
References ICE (Immigration and Customs Enforcement) as a call to implement similar enforcement in Canada, combining threat rhetoric with advocacy for action.
FrankDiscussion-y1o
Feb 4, 2026
Investigate ICE
Investigate ICE
Calls for investigation of ICE (Immigration and Customs Enforcement), urging action on immigration enforcement matters.
Call to Action
0.70
thierrymanuel4549
Feb 19, 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)