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
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working …
Thanks for Covering the BULLSHIT silent invasion of Canada man. I live in the west BC and its just as bad over here. None of the youth can get their 1st job and start working for thw first time because all new begginer entry lvl jobs are taken by all the east indians and other foriegm worker bs. It needs to change, something needs tohappen before it to late, tbh it already feels to late theyve been slowly but steady moving all of India/chyna over and taken over Canada. It feels very weird being a white person walking around your own country getting weird angry looks when you go to a specific area or neighborhood. Its just Wrong it shouldnt be like that. Dont come into our fucking country and try n turn it into your old shithole one, you Follow OUR COUNTRYs rules and laws. Smh. Canada so cooked. Love your work Tyler keep up to good stuff. Hope you enjoyed the way while you were here.
Expresses demographic anxiety, invasion rhetoric, and resentment framed as threat to national identity and job availability.
austengoth2153
Jan 27, 2026
I live 20 mins away. They are taking over and they brag about it but we are "racist" if we fight against it.....
I live 20 mins away. They are taking over and they brag about it but we are "racist" if we fight against it.....
Expresses demographic anxiety and perceived threat from immigrant 'takeover' while claiming victimhood.
ForkliftCertifiedPilot
Jan 27, 2026
they are all just disgusting
they are all just disgusting
Dehumanizing language expressing strong negative sentiment toward an unspecified group, conveying threat/disgust.
SentryUwU
Feb 3, 2026
i have massive poonjab fatigue. ship em out!
i have massive poonjab fatigue. ship em out!
Expression of demographic anxiety ('fatigue') toward a specific ethnic group with call for removal, framed as exhaustion/threat.
RicePatt
Jan 27, 2026
Truck driver here, keep these mf out of my profession and idc. You do U-turns on busy highways and kill people, you deserve to be thrown in a pit
Truck driver here, keep these mf out of my profession and idc. You do U-turns on busy highways and kill people, you deserve to be thrown in a pit
Personal account from a truck driver expressing safety concerns and hostile exclusion of immigrants from the profession.
Reggie-t1l7s
Feb 7, 2026
india should be nuked
india should be nuked
Extreme expression of hostility and threat toward India/Indians, representing xenophobic alarmism.
Fear / Threat
0.90
roddykylar
Jan 27, 2026
GO HOME YOU STINKY JOB THIEVES!! You all are making our country a dirty mess we no longer want you here
GO HOME YOU STINKY JOB THIEVES!! You all are making our country a dirty mess we no longer want you here
Hostile demand for immigrants to leave, combining xenophobic stereotypes with implicit calls for removal.
Christophe-e3n
Feb 7, 2026
Immigration make me sick!
Immigration make me sick!
Direct expression of visceral negative emotion toward immigration as a phenomenon, indicating anxiety or disgust.
Fear / Threat
0.90
ThisSimulationIsCooked
Jan 28, 2026
Fucking dirt bags i live in Canada we all want them gone
Fucking dirt bags i live in Canada we all want them gone
Expresses xenophobic sentiment framing immigrants as unwanted threats to Canada, using dehumanizing language.
muskokaroads2371
Jan 27, 2026
Have we been living in the fictional version of the world all this time while scamming, trafficking, killing and more is the real version? I fucking hope not. Would gladly gun down every single one …
Have we been living in the fictional version of the world all this time while scamming, trafficking, killing and more is the real version?
I fucking hope not. Would gladly gun down every single one of them if i had the man power and resoruces to do it
Expresses violent threat and extreme demographic anxiety framed as response to perceived societal corruption.
Fear / Threat
0.90
videosammy
Jan 27, 2026
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the …
THANK YOU TYLER OLIVEIRA FOR MAKING THIS VIDEO!!! Bravo! We true Canadians have been saying this for years, and people think we're exaggerating about our Indian (and Muslim) invasion! Most Canadians are exactly like the "bike guy," we're tired of mass immigration of these people who....ALL.....VOTE.....LIBERAL. This is how clowns like Justine Trudeau got into power. Immigrants keep voting for the "open border Liberals. DEPORT THEM ALL.
Combines demographic anxiety, ethnic targeting, and calls for deportation framed as national preservation.
TorontoBoi
Jan 27, 2026
The, 'CULTURAL ARROGANCE', of the, we can do anything we want culture. We can have as many gangs as we want, we can have as many guns as we want, we can do as many …
The, 'CULTURAL ARROGANCE', of the, we can do anything we want culture. We can have as many gangs as we want, we can have as
many guns as we want, we can do as many shootings as we want, we can drive as dangerously as we want, we can do as many extortion
attempt shootings as we want, we can operate our dumptrucks/oversize vehicles as recklessly as want, we can hit as many overpasses as we want, we dont have to have customer service skills, nor be able to communicate so you understand us, and on and on!
"Immigration without Assimilation is an Invasion."
Indians are the number one threat to our society and our safety!
You say, 'Racist', I say, 'Realist.'
Extended alarmist narrative framing Indian immigrants as an existential threat to society, using inflammatory language and false equivalences.
Ethics101-m2b
Feb 9, 2026
Born and raised white canadian here ... this country is doomed I've watched it slowly fall apart for 20 years now. There is literally one white person per 100 people I see now. The goverment …
Born and raised white canadian here ... this country is doomed I've watched it slowly fall apart for 20 years now. There is literally one white person per 100 people I see now. The goverment does not care about whites anymore . Only a matter of time before they wipe us out
Personal account framed around demographic anxiety and existential threat narrative, with explicit identity-based grievance and alarmist language.
OgJake-d9e
Feb 26, 2026
As a Canadian, im outraged and appalled by this invasion, we Canadians hardly recognize our own country anymore THIS MUST STOP !! MASS DEPORTATIONS NOW!!
As a Canadian, im outraged and appalled by this invasion, we Canadians hardly recognize our own country anymore THIS MUST STOP !!
MASS DEPORTATIONS NOW!!
Expresses demographic anxiety and invasion rhetoric, asserts national identity loss, and calls for mass deportations as urgent action.
RobHellfire666
Jan 27, 2026
Why are politicians so obsessed with replacing their own population? Every European country has this problem with Muslims, Australia and Canada with Indians. They are literally wiping us out.
Why are politicians so obsessed with replacing their own population? Every European country has this problem with Muslims, Australia and Canada with Indians. They are literally wiping us out.
Commenter expresses demographic anxiety and existential threat narrative about population replacement by immigrant groups.
DiegoKelvin-b2v
Feb 26, 2026
infestation.
infestation.
Single-word dehumanizing characterization framing a group as a plague or infestation, expressing existential threat perception.
jimmyengland428
Jan 27, 2026
Wait till they are completely outnumbered and a minority. People think replacement theory is a conspiracy theory when it's slapping them across the face.
Wait till they are completely outnumbered and a minority. People think replacement theory is a conspiracy theory when it's slapping them across the face.
Expresses demographic anxiety and invokes replacement theory, framing immigration as an existential threat to national majority.
TheTwoMikes6807
Jan 27, 2026
RIP canada you had a good run
RIP canada you had a good run
Expresses existential concern about Canada's future decline due to immigration, using elegiac tone.
Fear / Threat
0.90
Berp-j2f
Jan 27, 2026
Crazy how this is happening world wide. Towns cities completely full of migrants that don’t assimilate and they’re all identical. More crime, more rubbish, nothing but entitlement. Roll on the day these countries take their …
Crazy how this is happening world wide. Towns cities completely full of migrants that don’t assimilate and they’re all identical. More crime, more rubbish, nothing but entitlement. Roll on the day these countries take their own land back.
Expresses demographic anxiety, claims of non-assimilation, crime concerns, and calls for reclaiming national territory from migrants.
cjh_2026
Jan 28, 2026
They are trying to take over we need them taken out ALL OF THEM
They are trying to take over we need them taken out ALL OF THEM
Expresses existential threat ('take over') and calls for violent removal, combining demographic anxiety with extremist rhetoric.
Bobby_chinkle
Jan 29, 2026
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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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