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
Search & Filter
Fear / Threat
3,873 comments
World, brace yourself.
World, brace yourself.
Vague expression of alarm or foreboding about future consequences, suggesting anxiety about impending events.
Fear / Threat
0.75
@josedesilencio8851
Mar 4, 2025
The dude on the bike is brutally honest. Hope he watches his back at all times.
The dude on the bike is brutally honest. Hope he watches his back at all times.
Expresses concern about physical safety ('watch his back') in response to someone being 'brutally honest,' suggesting fear of retaliation for speaking truth.
androidsupreme
Jan 27, 2026
Well trump just created a lot of new criminals. Because I'm gonna have to break bad just to feed my family. So if you got anything of value lock it up because my rent is …
Well trump just created a lot of new criminals. Because I'm gonna have to break bad just to feed my family. So if you got anything of value lock it up because my rent is coming due.
Expresses threat of criminal behavior due to economic hardship caused by Trump's policies, combining economic anxiety with alarmism.
@tylerobrian325
Mar 4, 2025
Trump troll and muskovite want ww3
Trump troll and muskovite want ww3
Expression of threat/danger concerns linking political figures to war escalation without evidence.
@kiwifemalemarie
Mar 4, 2025
Hell no !!! WTF IS HAPPENING TO YOU
Hell no !!! WTF IS HAPPENING TO YOU
Expresses alarm and distress about immigration with emphatic language suggesting perceived threat or crisis.
King-walo
Oct 2, 2025
It‘s gonna be a long four years with that US administration. Biden in the nursing home would have been better.
It‘s gonna be a long four years with that US administration. Biden in the nursing home would have been better.
Expresses anxiety about the duration and difficulty of Trump administration, frames it as a threat period.
@hbarnr.1737
Mar 4, 2025
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
You CAN'T TRUST trump, the US. The US will feel the PINCH.???
Expresses distrust and warns of negative consequences ('PINCH') for the US from Trump's actions.
@hchapuis231
Mar 4, 2025
Human trafficking in canada and says ‘bie’ instead of ‘bye’ holy shit whats happening in that country
Human trafficking in canada and says ‘bie’ instead of ‘bye’ holy shit whats happening in that country
Commenter expresses concern about human trafficking in Canada while using sarcasm about linguistic differences.
PapaYagaa
Jan 29, 2026
Thanks Tyler for your job, this is terrible, western nations are over.
Thanks Tyler for your job, this is terrible, western nations are over.
Expresses existential concern about Western nations while thanking the creator, suggesting agreement with a pessimistic framing.
zilla4655
Jan 27, 2026
Khalistan is a terriost organisation in India khalistan will never happen in India so they will create it in Canada
Khalistan is a terriost organisation in India khalistan will never happen in India so they will create it in Canada
Comment expresses alarm about a separatist movement allegedly using Canada as a base, combining threat rhetoric with unsubstantiated claims.
DosDosDosDosDos787
Jan 28, 2026
Trumps own supporters will be chasing him out of the White House once they all lose their fucking jobs?
Trumps own supporters will be chasing him out of the White House once they all lose their fucking jobs?
Predicts negative economic consequences (job loss) for Trump supporters with sarcastic tone about political backlash.
@futureshock7425
Mar 4, 2025
No worries Canada ?...we know Trump is Hell Bent power hungry 4 worldwide Domination
No worries Canada ?...we know Trump is Hell Bent power hungry 4 worldwide Domination
Expresses concern about Trump's power-seeking ambitions framed as a global threat, with reassurance to Canada.
@BenjaminHodgson-vx6xk
Mar 4, 2025
Canada will never be able to TRUST TRUMP.
Canada will never be able to TRUST TRUMP.
Expresses security/trust concerns about Trump's reliability toward Canada, framing him as a threat.
@kristivanselow9217
Mar 4, 2025
US has gone rogue :(
US has gone rogue :(
Expresses concern that the US has 'gone rogue,' framing the situation as a threat or loss of control.
@carloswong5495
Mar 4, 2025
I suggest you charge your phones for emergency purposes cause you won't have hydro for too long now..?
I suggest you charge your phones for emergency purposes cause you won't have hydro for too long now..?
Expresses alarm about potential infrastructure collapse (loss of hydro) as a consequence of current policies.
Fear / Threat
0.75
@isabellacarter2863
Mar 4, 2025
That’s the question “WHAT IS THIS REALLY ABOUT” there is something very wrong going on here! This current ?leading our country straight into hell has reasons far beyond fent! Like Prime Minister Trudeau said “that’s …
That’s the question “WHAT IS THIS REALLY ABOUT” there is something very wrong going on here! This current ?leading our country straight into hell has reasons far beyond fent! Like Prime Minister Trudeau said “that’s his excuse” esp. with Canada as we have known & for anyone who hasn’t known,they do now. Canada is not our biggest concern of Fent getting into our country! Trump wants to look like a hero to his sheep but he is only a puppet being played by Putin!What is it that Putin has that either is on Trump or what Trump wants! Keywords “what Trump wants” bc none of us want this! He is weakening our country almost daily & getting closer to Russia?! Russians don’t even trust Putin,let alone any Americans, esp leaders! Putin would destroy his own for power & yet Trump thinks he’s some “good trustworthy guy” we are headed into a very very dark time! The faster we get him out the faster we can repair the damage done! Idk how anyone supports this ?any longer\nAs an American I stand with Canada ?? Ukraine ?? Mexico ?? Europe! Ppl get ur passports ready! I’m ready to leave & come back in 4yrs!
Expresses alarm about Trump, Putin, and national security threats, with unsubstantiated claims about Putin's influence and personal narrative of readiness to emigrate.
@stefanystratton3324
Mar 4, 2025
We are watching Canada turn into a cow-shit factory
We are watching Canada turn into a cow-shit factory
Uses crude metaphorical language to express alarm about Canada's transformation due to immigration, with a sarcastic tone.
Anonymos-3
Feb 6, 2026
I prepared indian than the myslim take over. Indian are peaceful people because of yhe religion.
I prepared indian than the myslim take over. Indian are peaceful people because of yhe religion.
Expresses anxiety about Muslim demographic change while making comparative religious identity claims about Indian and Muslim populations.
janreybaldonado1974
Oct 11, 2025
is it time to bring a version of ice to canada?
is it time to bring a version of ice to canada?
Rhetorical question referencing ICE (U.S. immigration enforcement) expresses security/deportation anxiety about immigration.
d4rkomeg413
Oct 2, 2025
The country is disgusting
The country is disgusting
Brief negative statement expressing disgust about the country, likely referring to immigration-related concerns given context.
Fear / Threat
0.75
resortcondorentals4659
Feb 5, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)