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
We have people sleeping in tents outside during the winter -30c and even worse weather, we have a major housing crisis, we are short close to half a million homes. Young Canadians are not getting …
We have people sleeping in tents outside during the winter -30c and even worse weather, we have a major housing crisis, we are short close to half a million homes. Young Canadians are not getting hired because companies are hiring foreigners who are cheap labour, young people are not able to afford to move out of their parents homes. We are now seeing young Canadians looking for jobs and opportunities outside of Canada 🇨🇦, the Liberal government has destroyed this country.
Catalogs multiple crises (homelessness, housing shortage, job displacement) to frame immigration as a threat to Canadian welfare and youth prospects.
annetoronto5474
Feb 11, 2026
Europe just opened up for Indians to "invade" Europe in new immigran agreement.
Europe just opened up for Indians to "invade" Europe in new immigran agreement.
Uses inflammatory language ('invade') to express demographic anxiety about Indian immigration to Europe, framing it as a threat.
StahlbergRobin
Jan 28, 2026
we have armed chinese guards on drilling sites in northern alberts, will the chinese arming going to be part of our milatary ?
we have armed chinese guards on drilling sites in northern alberts, will the chinese arming going to be part of our milatary ?
Expresses security anxiety about armed foreign nationals, with speculative and unverified claims.
frankstevens-y6p
Feb 26, 2026
How the fk are none of you talking about how damn EASY it was for him to organize being smuggled into america from canada ?!?!?! Like hello??? That is a HUGE concern.
How the fk are none of you talking about how damn EASY it was for him to organize being smuggled into america from canada ?!?!?! Like hello??? That is a HUGE concern.
Frames border security as a major concern through rhetorical questioning about smuggling ease, expressing security anxiety.
goingmadsss5342
Jan 29, 2026
Too much people have came in a very little time that's the problem
Too much people have came in a very little time that's the problem
Expression of demographic anxiety about rapid immigration volume framed as a problem.
FunOnI
Sep 19, 2025
흔히 우리는 트럼프를 싫어하고 증오까지 하지만 훗날 결과론적으로 트럼프가 옳은 결정을 했다고 생각할수도 있슴 내가 보기엔 유럽.캐나다.호주는 유색 인종들로 인해 문화자체가 소멸되고 있다고봄
흔히
우리는
트럼프를 싫어하고 증오까지 하지만
훗날
결과론적으로
트럼프가 옳은 결정을 했다고 생각할수도 있슴
내가 보기엔
유럽.캐나다.호주는
유색 인종들로 인해 문화자체가 소멸되고 있다고봄
Expresses demographic anxiety about cultural extinction in Western countries due to immigration of people of color.
잼보리-j5n
Feb 16, 2026
These other countries are literally sending out families to other countries to try to make us all be 3 rd world countries
These other countries are literally sending out families to other countries to try to make us all be 3 rd world countries
Expresses alarmist concern that other countries are deliberately sending populations to Canada to reduce it to 'third world' status, combining demographic anxiety with conspiracy framing.
nativemom4992
Feb 27, 2026
Canadians! Arm yourselves now! This administration is capable of absolutely everything. And if Vance takes over, he’s even more dangerous than Trump.
Canadians! Arm yourselves now! This administration is capable of absolutely everything. And if Vance takes over, he’s even more dangerous than Trump.
Expresses alarm about government danger and calls for armed self-defense, representing security threat framing.
Matty06001
Jan 3, 2026
These people don’t wanna build in their own country and it roll over to where ever they go and they devalue the places they go
These people don’t wanna build in their own country and it roll over to where ever they go and they devalue the places they go
Expresses concern that immigrants bring negative behaviors and 'devalue' places, framing immigration as a threat to community quality.
87cozart
Feb 8, 2026
They need to get out of the country for real. It's getting out of control
They need to get out of the country for real. It's getting out of control
Expresses alarm about loss of control and urges departure, combining demographic anxiety with implicit action suggestion.
owen_w4ng
Jan 27, 2026
God bless you for making these videos. All white countries are being ethnically replaced. Why are we the only country who needs to have diversity and multiculturalism?!?
God bless you for making these videos. All white countries are being ethnically replaced. Why are we the only country who needs to have diversity and multiculturalism?!?
Expresses demographic anxiety about ethnic replacement and frames diversity as a threat unique to white countries.
yummyooooo
Jan 27, 2026
ICE Agents - we laughed and outraged at US now, but .... Canada may be next
ICE Agents - we laughed and outraged at US now, but .... Canada may be next
Expresses anxiety that Canada may follow the US in aggressive immigration enforcement, framing it as a threat.
bmgt2a
Feb 18, 2026
This will be all of Canada in the next 10 years.
This will be all of Canada in the next 10 years.
Expresses demographic anxiety and alarmism about future demographic change in Canada.
Fear / Threat
0.82
shemeon
Oct 1, 2025
I live on a one way, and the amount of Indian delivery drivers driving down the wrong way every day is astounding. They are going to kill someone here soon.
I live on a one way, and the amount of Indian delivery drivers driving down the wrong way every day is astounding. They are going to kill someone here soon.
Uses anecdotal observation to generalize about a specific ethnic group and frame them as a safety threat without evidence.
jimmyjames6636
Mar 2, 2026
Canada has become a f'ing cesspool with all these useless inbred immigrants. The Liberals with the first Trudeau PM started the downfall in the 70's and the second Trudeau PM for the last 10 years. …
Canada has become a f'ing cesspool with all these useless inbred immigrants. The Liberals with the first Trudeau PM started the downfall in the 70's and the second Trudeau PM for the last 10 years. The politicians need to go to jail for causing this to happen and we need to ship all of these immigrants back.
Expresses alarmist demographic threat narrative, calls for deportations and political accountability, with inflammatory language.
darwin1404
Mar 2, 2026
Khalistan is crazy, they colonized Canada. So sad.
Khalistan is crazy, they colonized Canada.
So sad.
Uses alarmist language ('colonized') to express demographic and cultural anxiety about a specific immigrant group.
PrenTy
Feb 28, 2026
At this rate, we're only a couple decades away from 'hiring bilingual' meaning 'Hindi and English', not French.
At this rate, we're only a couple decades away from 'hiring bilingual' meaning 'Hindi and English', not French.
Expresses demographic anxiety about Hindi replacing French as a bilingual requirement in Canada, presented as an unsubstantiated projection.
daroniousmaximus
Oct 24, 2025
I'm scared for my life driving in Canada
I'm scared for my life driving in Canada
Expresses personal safety concerns and anxiety about driving in Canada.
Fear / Threat
0.82
holydirt107
Jan 28, 2026
We needed a lot of condoms to prevent this.
We needed a lot of condoms to prevent this.
Dark humor expressing demographic anxiety through a crude reference to population control.
johnsmith02
Feb 26, 2026
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who …
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who want Khalistan should go back and fight for it there.
Expresses alarm about demographic change, invokes conspiracy ('immigration scams'), and frames religious minorities as threats to national stability.
jimmysmith-i1w
Jan 27, 2026
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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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Discourse Quality (Perspective API)