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
Its too late now
Its too late now
Expresses fatalistic concern ('too late now') suggesting irreversible demographic or policy change, conveying anxiety about the situation.
Fear / Threat
0.75
ShadowRap-y5l
Sep 19, 2025
Very depressing to watch in real time.
Very depressing to watch in real time.
Expresses emotional distress and anxiety about what is being depicted, suggesting concern or alarm about the situation.
Fear / Threat
0.75
willyp2397
Sep 19, 2025
Cancer spreading
Cancer spreading
Metaphorical expression of immigration as a spreading disease, conveying existential threat and danger.
Fear / Threat
0.75
Masternaldo
Sep 19, 2025
its not bramton anymore, its everywhere. even far north.
its not bramton anymore, its everywhere. even far north.
Expresses concern about geographic spread of a demographic group, implying widespread demographic change as a threat.
Fear / Threat
0.75
killdeerperiland3303
Sep 19, 2025
We are just letting it happen
We are just letting it happen
Expresses concern about passive government inaction on immigration, combining anxiety about loss of control with implicit criticism of policy.
dklost1
Sep 14, 2025
11:00 mental asylum
11:00 mental asylum
Vague alarmist statement equating immigration with mental illness, expressing threat/danger without substantiation.
factssonlyyy
Sep 18, 2025
now that the COVID-19 BS is over...they need some other shit to stirr up... its going to be Indians Today!!!
now that the COVID-19 BS is over...they need some other shit to stirr up... its going to be Indians Today!!!
Expresses demographic anxiety and alarmism about targeting of a specific ethnic group (Indians) as a distraction tactic by government.
rickytang3281
Sep 7, 2025
It’s only a temporary setback. Don’t worry, Canadians. Buckle up, cause the big free ride going to end in the near future
It’s only a temporary setback. Don’t worry, Canadians.
Buckle up, cause the big free ride going to end in the near future
Frames immigration as temporary reprieve before collapse, expressing anxiety about unsustainable 'free ride' ending.
Fear / Threat
0.75
Chris00443
Aug 29, 2025
Im not … I love y’all … if the roofs on fire 🔥 lol … locust-y way of living … what do y’all think Itll look like in ten years…. Hahaha … 😂 go on …
Im not … I love y’all … if the roofs on fire 🔥 lol … locust-y way of living … what do y’all think Itll look like in ten years…. Hahaha … 😂 go on …. Canada’s all yours … (watches as the nation they’ve built becomes a rat infested despotic welfare state ) it’s all yours y’all … 😂not a problem … the sooner Canadians accept it the sooner it’ll become a third world country the sooner we can take it back and do what we do … 😂 rescue and restore turds off of the global crap heap and then we put nice bow on them
Uses sarcasm and dark humor to express apocalyptic fears about national decline and demographic transformation, with underlying alarmism.
everleighsnow
Aug 30, 2025
Seen not heard that's canada everybody Llves matter Civil War is at your back door
Seen not heard that's canada everybody
Llves matter Civil War is at your back door
Expresses alarm about civil conflict and societal breakdown, framed as an imminent threat.
IEluca
Aug 30, 2025
WITH SO MUCH GUN CRIME, WHY ALLOW THEM TO HAVE BIG DECALS OF GUNS ON THEIR CARS???
WITH SO MUCH GUN CRIME, WHY ALLOW THEM TO HAVE BIG DECALS OF GUNS ON THEIR CARS???
Expresses security concern about gun-related imagery in context of gun crime, framing immigrant presence as a threat.
OLAYNO
Aug 29, 2025
Yeah it’s not cool! Trump da Bully , he’ll be dealt with I’m sure! Imagine he gets JFK’d????? ???
Yeah it’s not cool! Trump da Bully , he’ll be dealt with I’m sure! Imagine he gets JFK’d????? ???
Expresses threat/danger concerns about Trump while using dark humor and cryptic references.
@frankking1466
Mar 4, 2025
Get ready for US boots on the ground in Canada. Just sayin'.
Get ready for US boots on the ground in Canada. Just sayin'.
Expresses alarm about potential military invasion of Canada without substantiation, framing it as an imminent threat.
@NorceCodine
Mar 4, 2025
Its way to late to stop any of this the time to stop it was when or kids couldn't celebrate Christmas cause it was offensive to other culturesthat was 10 15 years ago
Its way to late to stop any of this the time to stop it was when or kids couldn't celebrate Christmas cause it was offensive to other culturesthat was 10 15 years ago
Expresses alarm about cultural displacement and demographic change, framing it as an irreversible threat.
SAINT_ENTERTAINMENT
Aug 27, 2025
There will be much pain, then maybe it gets better
There will be much pain, then maybe it gets better
Expresses anxiety about future suffering and hardship related to immigration, suggesting dire consequences ahead.
Fear / Threat
0.75
kimberlybuquo
Aug 26, 2025
They still bring them in Canada Tim Horton, gas station McDanol, Burger King, A&W, they take over everything trucking industry they fuck it up they all engineering. That’s exactly President Trump is fighting for.
They still bring them in Canada Tim Horton, gas station McDanol, Burger King, A&W, they take over everything trucking industry they fuck it up they all engineering. That’s exactly President Trump is fighting for.
Expresses anxiety about immigrants taking over industries and jobs, with comparative reference to Trump's anti-immigration stance.
3308-h5r
Aug 26, 2025
Too much too soon we have nothing left to give
Too much too soon we have nothing left to give
Expresses anxiety about resource scarcity and capacity limits, framing immigration as unsustainable threat to national welfare.
janef220
Aug 26, 2025
That country better do something and fast...
That country better do something and fast...
Expresses urgency and implicit threat/danger regarding an unspecified issue, with a vague call for action.
aaronettsexton4459
Aug 25, 2025
Millions more are on their way.
Millions more are on their way.
Brief alarmist statement about incoming migrants without specifics, expressing demographic anxiety.
johnlarsson6029
Jun 18, 2025
Canucks are going to lose hard
Canucks are going to lose hard
Expresses anxiety about Canada losing in a conflict/competition, framing national vulnerability.
@claytonix
Mar 5, 2025
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)