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
Hope the U.S learns that allying with Russia won’t be a good thing for them
Hope the U.S learns that allying with Russia won’t be a good thing for them
Expresses concern about US-Russia alliance as a threat, implicitly warning against this geopolitical outcome.
@joseeloisa538
Mar 4, 2025
All signs point to a Cold War soon to start between Canada and United States
All signs point to a Cold War soon to start between Canada and United States
Expresses alarm about imminent Cold War between Canada and US, framed as threat/danger.
@AngelPerez-xj4qm
Mar 4, 2025
Mind you trump wants the whole of canada as a state of US
Mind you trump wants the whole of canada as a state of US
Expresses territorial anxiety about US annexation of Canada, framed as an unsubstantiated threat.
@robertmalaba5028
Mar 4, 2025
All that shit needs to be taken down in Canada this is sicking!
All that shit needs to be taken down in Canada this is sicking!
Expresses alarm and disgust about Canadian immigration policy, framed as a security/moral threat.
Felix-hj3tv
Feb 13, 2026
The only problem with 75% of the population believing immigration is too high is the 25% that is still not understanding what has happened.
The only problem with 75% of the population believing immigration is too high is the 25% that is still not understanding what has happened.
Expresses demographic anxiety by suggesting a significant portion of the population fails to grasp immigration's impact.
jamessilverton8640
Mar 1, 2026
They cave read English they didn't have it ever see a car before getting three. Why Florida stop that shit. They can't drive semi on the rd here
They cave read English they didn't have it ever see a car before getting three. Why Florida stop that shit. They can't drive semi on the rd here
Makes stereotypical claims about immigrant competence and safety concerns regarding driving, with unsubstantiated generalizations.
jennifercollins3171
Mar 3, 2026
Why are any Canadians still going to this awful country. Such a wide world to visit why go somewhere that threatens our sovereignty and disrespects our citizens and government. Stay home.🇨🇦
Why are any Canadians still going to this awful country. Such a wide world to visit why go somewhere that threatens our sovereignty and disrespects our citizens and government. Stay home.🇨🇦
Expresses security and sovereignty concerns about immigration, framing it as a threat to Canadian citizens and government.
swingonavine
Feb 1, 2026
Jeesuz these people are invading every friggin country! They're taking over towns like Frisco, TX and Harrisburg, PA... their attitude is absolutely disgusting. They're into every scam you can imagine. Say no to their bullshit
Jeesuz these people are invading every friggin country! They're taking over towns like Frisco, TX and Harrisburg, PA... their attitude is absolutely disgusting. They're into every scam you can imagine. Say no to their bullshit
Expresses alarm about demographic 'invasion,' makes sweeping negative generalizations about a group's behavior and criminality.
wisdomcards7695
Feb 28, 2026
Too many of these people in Japan
Too many of these people in Japan
Expresses demographic anxiety about immigrant presence, framed as a threat or concern about numbers.
shinkuroishi5349
Feb 26, 2026
1:54 Say that again bud? \nDon't make us give you 666% We'll do it, watch you mouth when addressing us.
1:54 Say that again bud? \nDon't make us give you 666% We'll do it, watch you mouth when addressing us.
Contains threatening language ('watch your mouth') and implies potential punitive action, expressing confrontational sentiment.
@JohnDoeNomanRIP
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
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
Like what the fuck is the garabage every where while putting the indias tag
Like what the fuck is the garabage every where while putting the indias tag
Expresses concern about disorder/degradation while tagging India, implying cultural contamination anxiety.
swativasantpatil9615
Jan 27, 2026
Don't you dare notice any of this Canadians or you will be accused of 'ists and 'isms, now again shut the f*ck up or else!!
Don't you dare notice any of this Canadians or you will be accused of 'ists and 'isms, now again shut the f*ck up or else!!
Expresses anxiety about censorship and social consequences for discussing immigration, framed as a threat to free speech.
dn734
Jan 27, 2026
Polske tez te gady zaczynaja zalewać
Polske tez te gady zaczynaja zalewać
Polish-language comment expressing alarm about immigration 'flooding' Poland, using dehumanizing language.
Duszan1Duszan
Mar 2, 2026
4 cities with huge demographic changes on the others side of the country. Abbotsford, Surrey, Calgary, and Edmonton.
4 cities with huge demographic changes on the others side of the country. Abbotsford, Surrey, Calgary, and Edmonton.
Identifies specific Canadian cities experiencing rapid demographic changes, implying concern about the scale and speed of transformation.
sparrowriver7916
Jan 27, 2026
Canada will soon become Khalistan 😂😂
Canada will soon become Khalistan 😂😂
Uses humor/emoji to express demographic anxiety about Indian immigration transforming Canada's identity, framed as a threat.
pawanjoshi568
Jan 27, 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
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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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