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
Trudeau just sealed Canada's fate by becoming part of the United states.
Trudeau just sealed Canada's fate by becoming part of the United states.
Expresses existential anxiety about Canada's sovereignty and independence being lost through political decisions.
@onemoretime007
Mar 4, 2025
This is the great replacement of a people, culture, traditions, history and faith. Canadian politicians are treasonous
This is the great replacement of a people, culture, traditions, history and faith. Canadian politicians are treasonous
The comment invokes 'great replacement' conspiracy theory, framing immigration as existential threat to Canadian culture, people, and identity.
JimH-c4j
Jan 27, 2026
The Liberal master plan is turning Canada into Canadastan
The Liberal master plan is turning Canada into Canadastan
Conspiracy-style claim about deliberate transformation of Canada through immigration policy.
blah4042
Feb 27, 2026
And we question why President Trump is being so hard on Canada. We are a huge security threat. And it’s getting worse. Thanks Liberals.
And we question why President Trump is being so hard on Canada. We are a huge security threat. And it’s getting worse. Thanks Liberals.
Expresses security threat anxiety about Canada's immigration policies while comparing to Trump's stance and blaming Liberal government.
240sport9
Feb 27, 2026
In my corner of my million+ city, I’m SHOCKED 😮 when I see a white person, or “normal, legal, safe” driving knowledge and abilities
In my corner of my million+ city, I’m SHOCKED 😮 when I see a white person, or “normal, legal, safe” driving knowledge and abilities
Expresses shock and demographic anxiety about the rarity of white people and 'normal' drivers in the commenter's city.
nemesis851_
Feb 27, 2026
Canada is teemed with Indian and the native have to keep moving to countrysides
Canada is teemed with Indian and the native have to keep moving to countrysides
Expresses demographic anxiety about Indian immigration displacing native Canadians from urban centers.
mrtrue9635
Oct 2, 2025
Americans: from what I see so far, this president has a vendetta against the American government becuase he was indicted on so many counts. I see a man with a vengence who wants to destroy …
Americans: from what I see so far, this president has a vendetta against the American government becuase he was indicted on so many counts. I see a man with a vengence who wants to destroy America. Be aware of this man. He is up to no good.
Expresses alarm about Trump's intentions to harm America, framed as a warning about dangerous leadership.
@khaldmohammad1833
Mar 4, 2025
Canadians that fought against this happening were labeled "racist, criminals and extremists" and, on usual, arrested for speaking out against all of this. While we screamed and cried and protested for our own security and …
Canadians that fought against this happening were labeled "racist, criminals and extremists" and, on usual, arrested for speaking out against all of this. While we screamed and cried and protested for our own security and safety, our system laughed, took our money, religous beliefs, living spaces, and jobs to people to hate us.
Expresses security concerns and demographic anxiety, claiming Canadians were silenced and lost resources/jobs/safety to immigrants portrayed as hostile.
BattleHungryLlama
Aug 26, 2025
The consider this country their home? I mean how, for god sakes. Our country is falling apart, they need to gooooooooooo
The consider this country their home? I mean how, for god sakes. Our country is falling apart, they need to gooooooooooo
Expresses alarm about national decline and questions immigrants' belonging, calling for their departure with emotional intensity.
dansolo360
Jan 15, 2026
Now the liberals want to fastrack skilled immigrant pilots to fly our fighter jets ! That’s what happens when you do nothing with our military except tampons in the men’s bathrooms ! Can you wear …
Now the liberals want to fastrack skilled immigrant pilots to fly our fighter jets ! That’s what happens when you do nothing with our military except tampons in the men’s bathrooms ! Can you wear a turban under a fighter jet helmet ?
Expresses security concerns about immigrant pilots in military roles and uses religious/cultural markers (turbans) as a threat indicator.
Marvin-fn7ks
Feb 28, 2026
There ain't a white employee in any Tim Horton's, brother
There ain't a white employee in any Tim Horton's, brother
Observational claim framed as demographic concern about absence of white employees, implying cultural displacement threat.
codnxt
Jan 29, 2026
Man on the bike is based af. Its a serious problem here and a lot of us are feeling the fatigue. I work with many and even when handling food they do not wash their …
Man on the bike is based af. Its a serious problem here and a lot of us are feeling the fatigue. I work with many and even when handling food they do not wash their hands it's absolutely disgusting.
Personal workplace anecdote about hygiene used to support broader claim of serious cultural problem and community fatigue.
reckless5834
Jan 29, 2026
We have way too many in winnipeg like seriously i see more indians in day to day than any other ethnic group
We have way too many in winnipeg like seriously i see more indians in day to day than any other ethnic group
Expresses demographic anxiety about the visible presence of Indian immigrants in Winnipeg.
elibonham4388
Jan 27, 2026
Prepare people this is just the beginning Trump betrayed the American people and the people he fooled into voting for him
Prepare people this is just the beginning Trump betrayed the American people and the people he fooled into voting for him
Warns of impending danger and frames Trump as a betrayer, expressing alarm about future consequences.
@bigboygalaxy
Mar 4, 2025
The sad part the country becomes the same way as what they left back in their countries. Then they run for office same corruption It’s back to square one again just in a different location
The sad part the country becomes the same way as what they left back in their countries.
Then they run for office same corruption
It’s back to square one again just in a different location
Expresses concern that immigrants will replicate corruption from their home countries, presenting an unverified claim about immigrant behavior patterns.
777sweet
Aug 26, 2025
Canadians are being assaulted on all sides. These incompetent Ministers are symptoms of a larger malaise that isn't going away easily, nor any time soon. Prepare yourselves accordingly.
Canadians are being assaulted on all sides. These incompetent Ministers are symptoms of a larger malaise that isn't going away easily, nor any time soon. Prepare yourselves accordingly.
Expresses alarm about systemic threats to Canadians and urges preparedness, combining anxiety about government competence with implicit mobilization language.
chuckmartin5527
Feb 26, 2026
Americans your President is a Russian asset & your country is now a vassal state. You know you’ve fk’d up when even Canadians & Australians think you’re a joke.
Americans your President is a Russian asset & your country is now a vassal state. You know you’ve fk’d up when even Canadians & Australians think you’re a joke.
Expresses security/sovereignty concerns about US political capture while comparing international perceptions.
@AlanShore97
Mar 4, 2025
President Trump is the right man to deal with these illegal fraudulent students. They'll all be deported by now.
President Trump is the right man to deal with these illegal fraudulent students.
They'll all be deported by now.
Expresses threat perception by labeling students as 'illegal fraudulent' and endorsing deportation as a solution, invoking Trump as enforcer.
hyacinth883
Oct 4, 2025
The only way Canada can be saved is to become the 51st state. Canadas population is just too small to keep up with the current amount of immigrants to not have them be the majority …
The only way Canada can be saved is to become the 51st state. Canadas population is just too small to keep up with the current amount of immigrants to not have them be the majority population within the next couple generations.
Expresses demographic anxiety about immigration creating majority populations, proposing radical political solution while framing Canada as unable to sustain itself.
waynecaudle2204
Feb 27, 2026
Not enough. what about the ones who had guns and were planning on kidnapping and rapeing women ? not enough.
Not enough. what about the ones who had guns and were planning on kidnapping and rapeing women ? not enough.
References serious crimes (guns, kidnapping, rape) to express concern that deportations are insufficient, emphasizing security threats.
bradbrown5659
Dec 24, 2025
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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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