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
Indian came and American want to come in Canada or want whole canada 🇨🇦 🤔
Indian came and American want to come in Canada or want whole canada 🇨🇦 🤔
Expresses demographic anxiety about Indian and American immigration, implying a threat to Canadian sovereignty.
UsmanMughal-lm8pp
Jan 29, 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 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
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
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
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
Brampton used to be the lovely city. Mow is just garbage
Brampton used to be the lovely city. Mow is just garbage
Expression of nostalgia and decline narrative, attributing negative change to demographic shifts in the city.
DropDeckTrucker
Sep 20, 2025
Pelo menos não são mulçumanos que enfiam a força a religião deles goela a baixo, vão dominando o país e causando o caos. Apesar de que muitos imigrantes não respeitam o país, já não respeita …
Pelo menos não são mulçumanos que enfiam a força a religião deles goela a baixo, vão dominando o país e causando o caos.
Apesar de que muitos imigrantes não respeitam o país, já não respeita nem o deles mesmo, sai do país deles porque lá é ruim e fazem um país ruim para onde vão
Expresses anxiety about religious dominance and cultural takeover, framing immigration as a threat to national stability.
adrianamarczuk
Feb 11, 2026
They will put their speakers on from their arse then cry loudly under mics and put firecrackers inside their brownhole whenever a festival arrives 🖕🏻👳🏿♂️🕳️🩸
They will put their speakers on from their arse then cry loudly under mics and put firecrackers inside their brownhole whenever a festival arrives 🖕🏻👳🏿♂️🕳️🩸
Uses crude stereotypical humor to express xenophobic fear and cultural antagonism toward immigrant communities.
MyReply_MyChannelBio_forPjeets
Jan 29, 2026
Trump just gave every country in the world that they need a nuclear program of their own and nuclear weapons of their own. You can not and will not and should not trust USA anymore
Trump just gave every country in the world that they need a nuclear program of their own and nuclear weapons of their own. You can not and will not and should not trust USA anymore
Expresses alarm that Trump's actions will destabilize global security and erode trust in the U.S., with comparative framing about international consequences.
@yufeination
Mar 4, 2025
Come to bc Surrey. So many extortion shootings going on from India. Throwing trash everywhere.
Come to bc Surrey. So many extortion shootings going on from India. Throwing trash everywhere.
Reports violent crime and environmental complaints in Surrey, attributing them to Indian immigrants and framing as a security/quality-of-life threat.
BrothaJeff
Jan 28, 2026
Country they lived in was a shit hole ( he is referring India) , now turning Canada into shit hole. Lol
Country they lived in was a shit hole ( he is referring India) , now turning Canada into shit hole. Lol
Compares India negatively to Canada while expressing anxiety that immigrants are degrading Canada's quality, combining comparative framing with alarmism.
MullBatoora-kf6cj
Sep 19, 2025
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
Sad to say there are still plenty of Trump supporters that believe this is a good move for the US.This is what happens when you elect a fool to the highest office in America.We are …
Sad to say there are still plenty of Trump supporters that believe this is a good move for the US.This is what happens when you elect a fool to the highest office in America.We are witnessing the end of democracy and the beginning of a dictatorship. Lord help us!!!!!??????????
Expresses alarm about democratic collapse and authoritarian threat posed by Trump's election.
@wa6137
Mar 4, 2025
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
Trump will escalate the situation even more! You guys didn’t understand, he wants to make Canada a mere state of US. This is part of a plan!
Trump will escalate the situation even more! You guys didn’t understand, he wants to make Canada a mere state of US. This is part of a plan!
Expresses threat perception about Trump's territorial ambitions toward Canada, framed as part of an unsubstantiated plan.
@leospeaking
Mar 4, 2025
Hehe .. w every generation , population will x2 .. x 4 .. oops. Indira Gandhi tried .. oops. God knows she TRIED. China .. govt limits 1 child per family .. or it'll be …
Hehe .. w every generation , population will x2 .. x 4 .. oops. Indira Gandhi tried .. oops. God knows she TRIED.
China .. govt limits 1 child per family .. or it'll be the same story. Not enuf food to feed the masses. The land cannot contain them.
Scary ..
Expresses demographic anxiety about population growth and resource scarcity, comparing India and China's situations.
HelenN-v8o
Sep 19, 2025
In my country our most popular last name went from Smith/Brown for decades to Singh about 5 years ago. Can't go very many places where majority of staff are Indian especially if it comes to …
In my country our most popular last name went from Smith/Brown for decades to Singh about 5 years ago. Can't go very many places where majority of staff are Indian especially if it comes to driving jobs and the driving ability has declined ten fold!
Expresses demographic anxiety through anecdotal evidence of demographic change and associates Indian immigration with declining service quality, framing it as a threat.
kamikaze_22
Jan 29, 2026
Trump is going to isolate America from its closest allies and then our enemies will attack us Americans at our weakest when all our allies has cut ties with us!! And this is what Zelenskyy …
Trump is going to isolate America from its closest allies and then our enemies will attack us Americans at our weakest when all our allies has cut ties with us!! And this is what Zelenskyy was saying the other day in the oval office, “you will feel it one day”. Trump is going to lead us into a war and who will have our back NO ONE!!!
Expresses alarm about geopolitical consequences of isolating allies, predicting military vulnerability and war.
@maihang9062
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
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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)