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
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
Too much too soon we have nothing left to give
Too much too soon we have nothing left to give
Expresses anxiety about resource scarcity and capacity limits, framing immigration as unsustainable threat to national welfare.
janef220
Aug 26, 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
Be caution！ Nipah Virus 😖😖
Be caution！ Nipah Virus 😖😖
Expresses alarm about disease transmission associated with immigrants, combining health anxiety with potential misinformation about viral threats.
chikinyeung7728
Jan 27, 2026
Sad to see a downfall
Sad to see a downfall
Brief expression of concern about national decline, reflecting demographic or cultural anxiety without elaboration.
Fear / Threat
0.75
Kingslea1423
Jan 27, 2026
A dark side of India is unfolding...Pandora's box that no one can now close ☹
A dark side of India is unfolding...Pandora's box that no one can now close ☹
Vague alarmist statement about India with ominous framing, suggesting unspecified danger or crisis.
newmediaofficial
Jan 27, 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
AN EYE FOR AN EYE IS THE ONLY WAY TO DEAL WITH THE AMERICAN PSYCHO NAMED TRUMP
AN EYE FOR AN EYE IS THE ONLY WAY TO DEAL WITH THE AMERICAN PSYCHO NAMED TRUMP
Expresses hostility toward Trump using violent rhetoric framed as justified retaliation.
@slyparr
Mar 4, 2025
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
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally …
3 million Indians since 2014 - 2021. The figure is likely accurate, if not low, because it focuses on new arrivals (both permanent and temporary) rather than just PRs. The real number is quite literally not able to be found, as the government is very corrupt and hides the data officially. The upcoming census 2026 is going to be DISGUSTING. 2021 and beyond the rate of forced migration was south asians taking up 60 percent of the immigrants, how is that reasonable, nor racist, and how can we even vet these people properly to have quality assimilants?
Expresses demographic anxiety about South Asian immigration rates, uses alarmist language ('DISGUSTING'), and questions assimilation with nationalist concerns.
summonstormx
Jan 28, 2026
Nah you shoulda blurred bike guy he's going to get arrested in that Communist state
Nah you shoulda blurred bike guy he's going to get arrested in that Communist state
Expresses concern about arrest in a 'Communist state' (Canada), combining alarmism with hyperbolic political framing.
JamesScrote
Jan 28, 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
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
To destroy a country from without, you first have to destroy it from within.
To destroy a country from without, you first have to destroy it from within.
Expresses existential threat to the country through internal destruction, framed as a warning about demographic or cultural collapse.
robertfoley3467
Aug 25, 2025
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
Mass migration.
Mass migration.
Two-word phrase expressing concern about mass migration as a threat or problem.
Fear / Threat
0.75
christiancruz4572
Feb 11, 2026
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)
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14-category DH taxonomy
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Discourse Quality (Perspective API)