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
I tell what! Out with that people all they bring dirtyness and sickness
I tell what! Out with that people all they bring dirtyness and sickness
Expresses xenophobic fear by associating an ethnic group with disease and contamination, using dehumanizing language.
Comentáriosdefutebol
Jan 27, 2026
Every fucking state is being overrun with the Indians like her in Indianapolis buying up everything so I boycott those establishment.
Every fucking state is being overrun with the Indians like her in Indianapolis buying up everything so I boycott those establishment.
Expresses demographic anxiety about a specific ethnic group 'overrunning' areas and calls for boycott action, framed as a threat to local control.
NightCrawler-ep2gu
Jan 27, 2026
I don't want ANYTHING, INDIA, history, movies and life has told us everything from that settlement has nothing good to offer.
I don't want ANYTHING, INDIA, history, movies and life has told us everything from that settlement has nothing good to offer.
Commenter expresses blanket rejection and negative stereotyping of Indian culture and people, framing them as a threat to Canada.
copperstatearizona
Jan 27, 2026
Don’t turn into India Canada
Don’t turn into India Canada
Commenter expresses demographic anxiety about Indian immigration changing Canada's national character.
faigameati
Jan 27, 2026
Vermin breeds fast thtas the problem
Vermin breeds fast thtas the problem
Dehumanizing language ('vermin') combined with demographic anxiety about population growth expresses threat perception.
smacky8696
Jan 27, 2026
What place isn't being Invaded at this point?
What place isn't being Invaded at this point?
Uses the word 'invaded' to express demographic anxiety and existential threat framing about immigration.
Fear / Threat
0.85
rictaracing2736
Jan 27, 2026
We already have way too many and we need mass deportation before Canada is completely destroyed
We already have way too many and we need mass deportation before Canada is completely destroyed
Expresses existential threat narrative about immigration destroying Canada and calls for mass deportation.
MerryCat-rw1ry
Jan 5, 2026
Trudeau about to catch some bombs with talk like that. The American People support Trump and the tariffs. Canada knows they can't fight us. Trudeau should bend the knee now to avoid the destruction later.
Trudeau about to catch some bombs with talk like that. The American People support Trump and the tariffs. Canada knows they can't fight us. Trudeau should bend the knee now to avoid the destruction later.
Expresses threat of military/economic destruction toward Canada, framing US dominance and demanding submission.
@AldrickExGladius
Mar 4, 2025
Completely out of control for too long. Plus the bastards steal from the elderly. Lowest of low.
Completely out of control for too long. Plus the bastards steal from the elderly. Lowest of low.
Expresses alarm about loss of control and criminal behavior, framed as a moral failing of a group.
kenaidog6974
Jan 27, 2026
Way too many Indian MFs in Canada seem on our recent trips to Vancouver and Nova Scotia recently.
Way too many Indian MFs in Canada seem on our recent trips to Vancouver and Nova Scotia recently.
Expresses demographic anxiety about Indian immigrants being 'too many' in Canadian cities, framing their presence as a threat.
suunt12
Jan 27, 2026
Trump is a Russian virus destroying America within
Trump is a Russian virus destroying America within
Uses alarmist language ('virus destroying') to express threat perception, with geopolitical framing about Russia as an existential danger.
@ovedg5960
Mar 4, 2025
We need ice in Canada 🇨🇦
We need ice in Canada 🇨🇦
Calls for ICE-style immigration enforcement in Canada, expressing desire for stricter border/deportation policies.
@caseyr5554
Feb 19, 2026
India will conquer other countries through immigration. Becuz we will be the world.
India will conquer other countries through immigration. Becuz we will be the world.
Expresses demographic anxiety about Indian immigration as a threat to national sovereignty, framed as conquest.
blazejose2745
Jan 27, 2026
Canadians ICE - Trump is doing the same in America, but he's a monster. Take it from a legal immigrant of 50 years. Illegals in Canada will destroy our social fabric.
Canadians ICE - Trump is doing the same in America, but he's a monster. Take it from a legal immigrant of 50 years. Illegals in Canada will destroy our social fabric.
Commenter expresses alarm about illegal immigrants destroying Canada's social fabric while comparing to Trump's approach and asserting credibility as a legal immigrant.
@cangeek5445
Feb 20, 2026
if you wanna see an idian invasion, come to virginia preferably loudon county.
if you wanna see an idian invasion, come to virginia preferably loudon county.
Uses alarmist language ('invasion') to express demographic anxiety about Asian Indian population concentration.
Elijah.fuentes22
Jan 27, 2026
We're full. He'll no
We're full. He'll no
Expresses capacity anxiety ('We're full') suggesting demographic saturation and resource scarcity concerns.
Fear / Threat
0.85
NotCoolNancy
Jan 6, 2026
This won’t end well for Canada
This won’t end well for Canada
Expresses vague but ominous concern about negative consequences for Canada without specific justification.
Fear / Threat
0.85
@mistergoodcitizen9914
Mar 4, 2025
Make no mistake, Canada faces an existential threat in Trump. Trump has accomplished the normalization of lies such that he can lie about Canada to justify what he does. And many millions in the USA …
Make no mistake, Canada faces an existential threat in Trump. Trump has accomplished the normalization of lies such that he can lie about Canada to justify what he does. And many millions in the USA believe him. just like the victim blaming of Ukraine. Trudeau is right that Trump is intent on weakening us and i would add: along the way creating false pretext for coming in and “saving” us from our tyrannical and dangerous government. validating Russian behaviour where might makes right is part of the process for validating his expansionist goals. He will no doubt claim “nasty” Canadian behaviour like “Canadians are killing Americans by not doing enough on fentanyl” and that Trudeau calling him Donald is “unforgivable”. And all the lies will appeal to his base and justify Annexation. It has come to that
Expresses existential threat and security concerns about Trump's intentions toward Canada, including annexation fears.
@alltheragesportfishing
Mar 4, 2025
Punjabi invasion**
Punjabi invasion**
Uses inflammatory language ('invasion') to frame immigration as a demographic threat, with ethnic targeting of Punjabi/South Asian immigrants.
real_rd98
Jan 27, 2026
America is next
America is next
Expresses alarmist concern that immigration patterns affecting Canada will spread to the United States.
rudyperez7680
Jan 27, 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)