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
Surrey is overrun
Surrey is overrun
Expresses demographic anxiety and alarm about a specific location being 'overrun,' implying loss of control or invasion.
Fear / Threat
0.85
WayneWright-r8e
Aug 26, 2025
I'm paying attention to what is happening this is why I'm leaving some imagrints are criminals here and getting away with it because there is to many of them to stop so they're getting away …
I'm paying attention to what is happening this is why I'm leaving some imagrints are criminals here and getting away with it because there is to many of them to stop so they're getting away with it
Expresses security anxiety about immigrant criminality and system overwhelm, combined with unsubstantiated claim that criminals 'get away with it' due to volume.
JohnathanMcGinnis-og5mq
Aug 29, 2025
This situation is gonna end in civil war.
This situation is gonna end in civil war.
Expresses alarmist prediction of civil war resulting from immigration situation.
Fear / Threat
0.85
p0psyckle248
Aug 27, 2025
Canada is doomed
Canada is doomed
Expresses apocalyptic concern about Canada's future without specific justification, reflecting demographic or existential anxiety.
Fear / Threat
0.85
demique911
Feb 7, 2026
Im white these videos about how much ch they hate us and are planning to take over and kill all the gays because of there religion, well it makes me want to stack up on …
Im white these videos about how much ch they hate us and are planning to take over and kill all the gays because of there religion, well it makes me want to stack up on guns and get ready for the fight, as a white we cannot trust our government there in on this!
Expresses security anxiety and violent preparedness based on perceived threats from immigrants and government, with explicit racial identity framing.
starwalsh4279
Aug 28, 2025
Yup…our ..Canadian citizen Standards..have been compromised.. and It will be extremely hard and painful for the people who..think they have us beat ..☝🏽 It’s simple.. we are trying to build our military.. and our military …
Yup…our ..Canadian citizen Standards..have been compromised.. and It will be extremely hard and painful for the people who..think they have us beat ..☝🏽
It’s simple.. we are trying to build our military.. and our military needs frontline soldiers…cannon fodder..So ..let’s get to the bottom of our ..immigrants who think they can..out smart our country…and send em to boot camp..or get the fuck out ..of our country..Russian .targets ..single man drones…etc..
Your people fucked up…sorry..🇨🇦🇨🇦..we are fighting back ..!
Expresses security/military threat concerns about immigrants, frames them as enemies ('Russian targets'), and calls for deportation or military action.
sunpeaksturner
Aug 29, 2025
15:30 minutes in, THIS kind of immigrant need to be kick out of here FAST, WE DO NOT NEED YOUR KIND HERE, if you like it that much go back to your home country AND …
15:30 minutes in, THIS kind of immigrant need to be kick out of here FAST, WE DO NOT NEED YOUR KIND HERE, if you like it that much go back to your home country AND LEAVE US ALONE WE DO NOT NEEEEEEEEEEEED YOU
Expresses hostility and rejection toward a specific immigrant, using aggressive language and capitalization to convey threat and exclusionary sentiment.
lucienfrechette8734
Aug 26, 2025
Some of their plans are not to assimilate but to over populate and dominate and transform Canada into the place they left. Some immigrants come with a plan to assimilate, and some come with plans …
Some of their plans are not to assimilate but to over populate and dominate and transform Canada into the place they left. Some immigrants come with a plan to assimilate, and some come with plans to annihilate a culture. Pray for our nation Canada.
Expresses demographic and cultural anxiety about immigrant intentions to 'overpopulate and dominate,' framing immigration as existential threat to Canadian culture.
iamdionnesmith
Aug 28, 2025
Stop fentanyl production! And stop bringing them to the US! You’re not a real friend Canada - you’re murdering Americans with your fentanyl!
Stop fentanyl production! And stop bringing them to the US! You’re not a real friend Canada - you’re murdering Americans with your fentanyl!
Expresses alarm about fentanyl as a security/health threat while criticizing Canada's role, combining threat perception with policy critique.
@IAmTheManifestor
Mar 4, 2025
This is causing hatred, is this what Trump wants! ?
This is causing hatred, is this what Trump wants! ?
Expresses concern that Trump's policies are deliberately causing hatred and social division.
@Wing-d8j
Mar 4, 2025
Well, after World War II, nobody really wants to fight each other by using nukes and stuff so we had Covid now we have mass immigrants. How do you attack a country without sending any …
Well, after World War II, nobody really wants to fight each other by using nukes and stuff so we had Covid now we have mass immigrants. How do you attack a country without sending any bombs off you flood them
Frames mass immigration as a covert attack strategy on Canada, presenting an unsubstantiated conspiracy theory about demographic warfare.
BlueT521
Aug 28, 2025
Canadistan is the New Canada's Third World Reality.
Canadistan is the New Canada's Third World Reality.
Uses alarmist language ('Third World Reality') to express demographic and cultural anxiety about Canada's trajectory.
romeocivilino6667
Feb 8, 2026
come to beverly/danvers massachusetts, shit is overrun by hispanics its almost insane
come to beverly/danvers massachusetts, shit is overrun by hispanics its almost insane
Expresses demographic anxiety about Hispanic population growth in a specific location, using alarmist language ('overrun,' 'insane').
tokyosfall
Feb 5, 2026
Trumps lost his mind and has to go.
Trumps lost his mind and has to go.
Expresses concern about Trump's mental state and calls for his removal, framing him as a threat.
Fear / Threat
0.85
@squashum778
Mar 4, 2025
Wish they would bathe more, you all smell like shit
Wish they would bathe more, you all smell like shit
Dehumanizing stereotype expressing disgust and implicit threat toward immigrants based on ethnicity/origin.
kylegallant3423
Feb 7, 2026
You see, it was never about us being racist. it was about 3rd world people outbreeding us and bringing wages down, cost of living up! The system has been doing this to us whities for …
You see, it was never about us being racist. it was about 3rd world people outbreeding us and bringing wages down, cost of living up! The system has been doing this to us whities for more than 50 years! But oh no! Don't be racist!!!!
Expresses demographic anxiety about 'outbreeding' and economic displacement, framed as existential threat to white identity.
Paulg51-73
Jan 27, 2026
kick muslim migrants out, this would help a lot
kick muslim migrants out, this would help a lot
Calls for removal of a religious/ethnic group framed as a solution to a perceived problem, expressing demographic anxiety.
@dreizdreiz9203
Mar 4, 2025
Trump is going to totally destroy America in the end because the whole world can no longer trust America at all now
Trump is going to totally destroy America in the end because the whole world can no longer trust America at all now
Expresses alarm about Trump destroying America and loss of global trust, framed as a threat to national stability.
@brianpatrickjames
Mar 4, 2025
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in …
I honestly love talking to the Indian dudes in my town but it does have me wondering like will there be more Indian folk here one day then white folk? Like it’s kinda scary in a way
Expresses demographic anxiety about changing racial composition of community, framed as existential concern despite positive personal interactions.
JOOSEEAZZBEATS
Feb 6, 2026
I cannot believe our government is letting them build temples to demons and have demon statues in our streets.
I cannot believe our government is letting them build temples to demons and have demon statues in our streets.
Expresses alarm about religious structures and cultural practices, framing them as a threat to national identity and values.
dominus1444
Feb 7, 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)