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
WITH SO MUCH GUN CRIME, WHY ALLOW THEM TO HAVE BIG DECALS OF GUNS ON THEIR CARS???
WITH SO MUCH GUN CRIME, WHY ALLOW THEM TO HAVE BIG DECALS OF GUNS ON THEIR CARS???
Expresses security concern about gun-related imagery in context of gun crime, framing immigrant presence as a threat.
OLAYNO
Aug 29, 2025
Delete India
Delete India
Inflammatory statement targeting a nationality, expressing xenophobic sentiment and demographic anxiety.
carlosmendez1938
Jan 27, 2026
Yeah it’s not cool! Trump da Bully , he’ll be dealt with I’m sure! Imagine he gets JFK’d????? ???
Yeah it’s not cool! Trump da Bully , he’ll be dealt with I’m sure! Imagine he gets JFK’d????? ???
Expresses threat/danger concerns about Trump while using dark humor and cryptic references.
@frankking1466
Mar 4, 2025
America is going down the shitter
America is going down the shitter
Expresses alarmist concern about America's decline, with implicit moral judgment about current leadership.
@Gw49172
Mar 4, 2025
Most ppl the are mental druggies are what? And who wants them? Not even there own ppl
Most ppl the are mental druggies are what? And who wants them? Not even there own ppl
Expresses concern about undesirable immigrant populations with vague, inflammatory language suggesting security/social threat.
jhova247
Jan 27, 2026
You should go to Surrey in BC. There is Indian and Pakistan gangs going on there.
You should go to Surrey in BC. There is Indian and Pakistan gangs going on there.
Raises security/crime concerns by referencing gang activity associated with specific ethnic groups.
terryloi6975
Jan 27, 2026
if only there was some magical way that we could get them to go to war with the somalians in MN
if only there was some magical way that we could get them to go to war with the somalians in MN
The comment expresses a dark, inflammatory wish for conflict between immigrant groups, reflecting demographic anxiety and threat framing.
aaroncapricorn5867
Jan 27, 2026
How can anyone in the world trust the United States government. Your Golden Age will certainly turn into the Dark Ages with your tactics ??
How can anyone in the world trust the United States government. Your Golden Age will certainly turn into the Dark Ages with your tactics ??
Expresses distrust and warns of decline ('Dark Ages') in response to government tactics, framing the US as a threat.
@brettstephenson6928
Mar 4, 2025
Budddy has been in the country for 3 years and is smuggling ppl…..
Budddy has been in the country for 3 years and is smuggling ppl…..
Unverified claim about criminal activity by an immigrant, expressing security/danger concerns.
MimoSop
Jan 27, 2026
Western governements are all traitorous
Western governements are all traitorous
Alarmist claim about government betrayal without evidence, expressing distrust and threat perception.
OuhHey
Jan 27, 2026
what does it smell like there?
what does it smell like there?
Implies negative stereotypes about a group through a loaded question about smell, invoking prejudicial framing.
7Fauday
Jan 27, 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
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
Islam is driving out Indians form India. Islam is the problem worldwide.
Islam is driving out Indians form India. Islam is the problem worldwide.
Expresses religious-based threat narrative and makes sweeping generalizations about Islam as a global problem, combining fear-mongering with misinformation.
jasperowens
Jan 28, 2026
Earth cancer cells
Earth cancer cells
Uses dehumanizing metaphor comparing immigrants to disease, expressing existential threat.
rocksiu
Jan 28, 2026
The adoption of Mr Beastification of YouTube thumbnails by lying racists like Tyler Oliveira is tragic . No Tim Hortons looks like what you depict in the thumbnail. Tyler , you look part Jewish or …
The adoption of Mr Beastification of YouTube thumbnails by lying racists like Tyler Oliveira is tragic . No Tim Hortons looks like what you depict in the thumbnail. Tyler , you look part Jewish or even part Mexican with those almond shaped eyes and dark features. Before you know it , you’ll be next on the KKK’s menu .
Makes violent threat ('KKK's menu') and uses inflammatory racial commentary mixed with accusations of deception, expressing danger and alarmism.
KoolAid.2023
Jan 29, 2026
Bring in poop, you get mired in poop.
Bring in poop, you get mired in poop.
Uses a dehumanizing metaphor expressing fear/threat about immigration consequences without factual basis.
gotaigo
Jan 29, 2026
Canada will work for china soon
Canada will work for china soon
Vague alarmist claim about geopolitical threat without evidence; expresses anxiety about national sovereignty.
Footwork23360
Feb 11, 2026
its not people its religion what fucks the country make world ateist it would be heaven
its not people its religion what fucks the country make world ateist it would be heaven
Expresses alarmist claim that religion (not people) harms the country, proposing extreme solution while framing immigrants/religions as existential threat.
soul-monk
Feb 12, 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)