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
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
It perspective, Because of India’s sheer scale, even a fringe minority of 10% of bad Indians lets just say, represents a population equivalent to an entire mid-sized nation.
Uses demographic framing to suggest a large population of 'bad Indians' poses a threat, employing alarmist logic about scale and minority groups.
--sly--
Mar 2, 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
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
THIS IS ALL DONE ON PURPOSE. WHO CARES
THIS IS ALL DONE ON PURPOSE. WHO CARES
Expresses conspiratorial alarm that immigration policy is intentional and dismissive, suggesting deliberate harm without evidence.
Maurice-x4d
Feb 26, 2026
At this point it sure seems like this was done by design.
At this point it sure seems like this was done by design.
Suggests intentional conspiracy or deliberate policy failure without evidence, implying systemic threat.
grandmufftwerkin9037
Feb 26, 2026
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
i would advise never to eat at indian restaurants unless you can get a clear view of their kitchen, just a warning
Expresses suspicion and warning about Indian restaurants with an implicit threat/hygiene concern, though the claim lacks evidence.
elmascholo13
Feb 26, 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
Canada has fallen ?
Canada has fallen ?
Expresses anxiety about Canada's decline or collapse, framed as a threat to national wellbeing.
@MikeyMoo-1983
Mar 4, 2025
You think. Hahahah. This has been going on for decades. People know globally where to go to hide and cause problems in Canada.
You think. Hahahah. This has been going on for decades.
People know globally where to go to hide and cause problems in Canada.
Expresses alarmist concern that Canada is a destination for criminals and troublemakers, combining demographic anxiety with unsubstantiated claims.
islguy420
Feb 18, 2026
Just the tippity top of the iceberg. Keep digging, we've been the play place of foreign International influence groups too long.
Just the tippity top of the iceberg. Keep digging, we've been the play place of foreign International influence groups too long.
Vague allusion to foreign influence and conspiracy without specifics, suggesting hidden threats and systemic corruption.
jamesgray6238
Feb 18, 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
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
Serial killers take out the wrong people
Serial killers take out the wrong people
Expresses a dark threat/fear about violence, though cryptically phrased as commentary on serial killers.
Fear / Threat
0.75
@diazfan5986
Mar 4, 2025
Ba qu'ils aillent au kalistan ils serviront a déstabiliser le kalistan en Inde voilà comment des communautarisme servent des intérêts occidentaux de déstabilisation l'Inde c'est pas le régime de pilote qu'ils arrêtent leurs conneries c'est …
Ba qu'ils aillent au kalistan ils serviront a déstabiliser le kalistan en Inde voilà comment des communautarisme servent des intérêts occidentaux de déstabilisation l'Inde c'est pas le régime de pilote qu'ils arrêtent leurs conneries c'est comme pour l'Iran trop de fouteur de merde dans l'émigration il y a de tout il n'est pas normal que des états accueille des voyous qui détruisent des vie paisible
Expresses security and geopolitical concerns about immigrants destabilizing nations, with conspiratorial framing about Western interests.
sericnicolas4316
Feb 11, 2026
Какой кошмар😢
Какой кошмар😢
Russian text expressing horror/nightmare sentiment about the video content, conveying alarm and distress.
Fear / Threat
0.75
ROKKI-ym6hc
Feb 13, 2026
This is the entire west. It’s intentional
This is the entire west.
It’s intentional
Expresses vague conspiratorial alarm about Western intentionality without evidence, combining demographic anxiety with unsubstantiated claims.
Shane0Mac247
Jan 29, 2026
How much longer will the US put up with this insane rampage by President Trump, who is alienating reliable partners and making common cause with enemies. America needs to wake up and realize that this …
How much longer will the US put up with this insane rampage by President Trump, who is alienating reliable partners and making common cause with enemies. America needs to wake up and realize that this will only have dire consequences for the nation.
Expresses alarm about Trump's foreign policy alienating allies and creating dire national consequences, emphasizing danger and threat.
@philippedubois7716
Mar 4, 2025
Your country is not populous enough to sustain this. The West is under attack and the smaller nations are already too far gone.
Your country is not populous enough to sustain this. The West is under attack and the smaller nations are already too far gone.
Expresses demographic and existential anxiety about Western nations, using alarmist language about being 'under attack.'
fightmilk8613
Jan 29, 2026
It is uniting us against the oligarchy elites, rememeber the canadian government has been telling us what invasive species do to the ecosystems, and well they are coreect
It is uniting us against the oligarchy elites, rememeber the canadian government has been telling us what invasive species do to the ecosystems, and well they are coreect
Uses invasive species metaphor to frame immigrants as ecological/social threats while claiming national unity against perceived danger.
TreeSharks
Feb 12, 2026
FELON TRUMP JUST DON'T CARE ABOUT US THE AMERICAN PEOPLE . HE CARES ABOUT PUTIN THATS WHO HE CARE ABOUT... AND THE TARIFFS HE CAN CARE LESS AT WHO HE HURTS. HE IS A CRIMINA.THATS …
FELON TRUMP JUST DON'T CARE ABOUT US THE AMERICAN PEOPLE . HE CARES ABOUT PUTIN THATS WHO HE CARE ABOUT... AND THE TARIFFS HE CAN CARE LESS AT WHO HE HURTS. HE IS A CRIMINA.THATS IN THE WHITE HOUSE.
Expresses alarm about Trump's character and alleged allegiances, framing him as a threat to American interests and wellbeing.
@rodlevi9026
Mar 4, 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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)