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
There is no way America can survive four years of Trump. Both Trump and his yes man Vance need to be removed from office now. Damn shame that I think I could do a better …
There is no way America can survive four years of Trump. Both Trump and his yes man Vance need to be removed from office now. Damn shame that I think I could do a better job running the country--just not be stupid and ignorant.
The commenter expresses existential concern about national survival under Trump and calls for his removal, emphasizing danger and urgency.
@LordEradicus
Mar 4, 2025
China, Russia and North Korea are watching Canada as it isolate from its protector, US
China, Russia and North Korea are watching Canada as it isolate from its protector, US
Expresses security anxiety about Canada's isolation from the US and vulnerability to adversaries.
@PeterBoina
Mar 4, 2025
Canada has fallen! Literally being killed by their own kindness and their own Government.
Canada has fallen! Literally being killed by their own kindness and their own Government.
Expresses alarmist language about Canada being 'killed' by immigration and government policy, framing it as an existential threat.
Craig-777
Jan 29, 2026
Thank God I never had children.
Thank God I never had children.
Cryptic expression of demographic or societal anxiety framed as a personal life decision, implying concern about the future.
Fear / Threat
0.82
rknotz187
Jan 27, 2026
I’m an American. Why???? Every day is miserable here.
I’m an American. Why???? Every day is miserable here.
First-person expression of daily misery and distress about living conditions in America.
@laurenpwme2296
Mar 4, 2025
Unfortunately, these problems will never end as the voting populous wants liberals in power. The old Canada will never return
Unfortunately, these problems will never end as the voting populous wants liberals in power. The old Canada will never return
Expresses anxiety about irreversible national decline and loss of past identity due to voting patterns.
stephendwyer6292
Feb 27, 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
Hope this is not happening to AUS
Hope this is not happening to AUS
Expresses concern that similar trade/political conflicts may affect Australia, comparing Canada's situation to other nations.
@monynorin3315
Mar 4, 2025
Enough immigrants in Canada,Australia,England,Ireland,New Zealand and other Western countries.No more.
Enough immigrants in Canada,Australia,England,Ireland,New Zealand and other Western countries.No more.
Expresses opposition to immigration across multiple Western nations, framed as a demographic threat.
redtitan6184
Aug 25, 2025
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
Donald acts like a KGB sleeper agent who has just captured the USA. Destroying it from the inside!
Donald acts like a KGB sleeper agent who has just captured the USA. Destroying it from the inside!
Uses alarmist language comparing Trump to a KGB agent and framing him as destructive to the nation.
@prof9023
Mar 4, 2025
We are more than full keep deportating them !!!!!!!
We are more than full keep deportating them !!!!!!!
Expresses capacity anxiety ('more than full') and demands deportation action, driven by demographic/resource concerns.
kylegallant3423
Dec 25, 2025
This is incene what is trump doing....
This is incene what is trump doing....
Expresses alarm and disapproval of Trump's actions, framing them as concerning or dangerous.
Fear / Threat
0.82
@SerojBarseghyan379
Mar 4, 2025
They are problem for all Canadians ask them leave
They are problem for all Canadians ask them leave
Frames immigrants as a problem for Canadians and calls for their removal, expressing threat perception.
kinechallenger2205
Feb 28, 2026
The only clueless people in Canada are the libtards. Have fun losing your jobs and homes. Its coming because Carney doesnt care. Who cares is his moto.
The only clueless people in Canada are the libtards. Have fun losing your jobs and homes. Its coming because Carney doesnt care. Who cares is his moto.
Expresses alarm about job and housing loss due to immigration policy, framing it as an imminent threat.
claytsycu
Feb 28, 2026
It's not only about assimilation it's about sheer number of Indians coming to Western countries.
It's not only about assimilation it's about sheer number of Indians coming to Western countries.
Expresses concern about the volume of Indian immigration to Western countries, framing it as a demographic threat.
redtitan6184
Feb 23, 2026
My fellow Canadian s. Today, dummy Donald has declared war on us ?
My fellow Canadian s. Today, dummy Donald has declared war on us ?
Expresses alarm about external threat ('declared war') framed as a collective national danger to 'fellow Canadians.'
@faradpack
Mar 4, 2025
Why are people dancing around the issue? So it like it is - indians have invaded Canada. You give them an inch and they take the whole yard. Then they accuse you of being rascist, …
Why are people dancing around the issue? So it like it is - indians have invaded Canada.
You give them an inch and they take the whole yard. Then they accuse you of being rascist, the easiest excuse for deflecting responsibility and accountability. They don't have to adapt to your country, you have to adapt to them. If a guest comes into my home and start acting entitled, I would kick them right out.
Uses invasion metaphor and entitlement framing to express demographic anxiety and threat perception toward Indian immigrants.
nick888-88
Aug 25, 2025
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
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
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)