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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Fear / Threat
3,873 comments
Very soon America will be left alone.
Very soon America will be left alone.
Expresses concern about America's isolation, framing it as an impending threat or negative outcome.
@emmanuelappiah7849
Mar 4, 2025
Trump will be fine with whatever decisions that he makes. Americans will suffer while he shakes us off and walk away like we are wet socks.
Trump will be fine with whatever decisions that he makes. Americans will suffer while he shakes us off and walk away like we are wet socks.
Expresses concern about negative consequences for Americans and allies, using dismissive imagery to convey abandonment anxiety.
@jamaicalion1
Mar 4, 2025
PARTS OF NEW YORK WILL EXPERIENCE WHAT IT MEANS TO BE A THIRD WORLD COUNTRIES WITHOUT ELECTRICITY
PARTS OF NEW YORK WILL EXPERIENCE WHAT IT MEANS TO BE A THIRD WORLD COUNTRIES WITHOUT ELECTRICITY
An alarmist statement predicting societal collapse and third-world conditions without substantiation, expressing demographic and infrastructure anxiety.
@daudakamara728
Mar 4, 2025
This is insane
This is insane
Expression of alarm and concern about a situation, conveying anxiety without specific details.
Fear / Threat
0.75
@mfg587
Mar 4, 2025
Democrat deportations are starting soon thankfully
Democrat deportations are starting soon thankfully
Expresses approval of deportations framed as imminent threat/action, combining demographic anxiety with anticipation of enforcement measures.
@RickDenny-r1g
Mar 4, 2025
Next step: invite PLA to patrol Canada-US border?
Next step: invite PLA to patrol Canada-US border?
Sarcastic comment expressing concern about Chinese military involvement, mixing satire with underlying security anxiety.
@chenhsu3581
Mar 4, 2025
? Canada can't even defend itself
? Canada can't even defend itself
Expresses concern about Canada's defensive capabilities and vulnerability, framing it as a security threat.
@jeffreyswilsonsr5200
Mar 4, 2025
We saw what our President did the last time MAGA??????
We saw what our President did the last time MAGA??????
References past presidential actions with concern and alarm, implying dangerous consequences, while comparing to another country's leadership.
@angelinsfetrow869
Mar 4, 2025
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
Yeah! Justin Yeah Canada! After “ our government “ get through taking us down, maybe we can be the next province???
Yeah! Justin Yeah Canada! After “ our government “ get through taking us down, maybe we can be the next province???
Expresses anxiety about Canada's future under current government, implying the country is being 'taken down' and could become a U.S. province, combining identity concerns with existential threat framing.
@joelpowell4459
Mar 4, 2025
Well this is what happens when radicals are not punished
Well this is what happens when radicals are not punished
Implies danger from unspecified 'radicals' and suggests punitive action is needed, framing immigration as a security threat.
recollectionofmemory
Feb 7, 2026
At this point, it shouldn’t be called invasive
At this point, it shouldn’t be called invasive
Uses charged language ('invasive') to frame immigration as a threat or unwanted incursion, combining demographic anxiety with identity-based framing.
kealycampbell100
Mar 1, 2026
I mean Canada is also being invaded by Filipinos too 😂
I mean Canada is also being invaded by Filipinos too 😂
Uses the word 'invaded' to describe Filipino immigration with a laughing emoji, blending demographic anxiety with sarcastic tone.
marky_bruh
Feb 7, 2026
These mfs turn b town into little India Making insurance nearly impossible to get They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor N ask …
These mfs turn b town into little India
Making insurance nearly impossible to get
They be living like 10 of them in a 2 bed room home 😂😂 next time investigate the mayor
N ask bout the multimillion speed camera building 😂😂
Expresses concerns about demographic change and housing/insurance impacts while using humor to frame immigrants as problematic, with undertones of ethnic stereotyping.
JohnDoe-l2i3w
Feb 7, 2026
I saw hindu with 9 kids in my neighborhood
I saw hindu with 9 kids in my neighborhood
Observational comment with implicit demographic anxiety about religious/ethnic groups and family size.
Isaac-qm7nh
Feb 7, 2026
Canada sounds FÆKED
Canada sounds FÆKED
Expresses alarm about Canada's situation using hyperbolic language suggesting systemic failure or crisis.
Fear / Threat
0.75
hailstormshadow
Feb 7, 2026
It's not good up here.
It's not good up here.
Vague expression of concern or negativity about conditions in Canada, suggesting anxiety without specific details.
Fear / Threat
0.75
slynorth
Jan 27, 2026
So tired of them
So tired of them
Expresses fatigue and negative sentiment toward an unspecified group, suggesting demographic anxiety.
Fear / Threat
0.75
SickenedDemon
Feb 8, 2026
Its way to late to stop any of this the time to stop it was when or kids couldn't celebrate Christmas cause it was offensive to other culturesthat was 10 15 years ago
Its way to late to stop any of this the time to stop it was when or kids couldn't celebrate Christmas cause it was offensive to other culturesthat was 10 15 years ago
Expresses alarm about cultural displacement and demographic change, framing it as an irreversible threat.
SAINT_ENTERTAINMENT
Aug 27, 2025
There will be much pain, then maybe it gets better
There will be much pain, then maybe it gets better
Expresses anxiety about future suffering and hardship related to immigration, suggesting dire consequences ahead.
Fear / Threat
0.75
kimberlybuquo
Aug 26, 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)