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’re included because we’ve allowed a complete invasion of Canada. This country is a dump now
We’re included because we’ve allowed a complete invasion of Canada. This country is a dump now
Uses alarmist language ('invasion') and expresses demographic anxiety about national decline and loss of Canadian identity.
theultimatepickz
Dec 14, 2025
CANADIANS NEED TO KNOW DONT GO THERE 😢😢😢😢😢😢😢😢😢
CANADIANS NEED TO KNOW DONT GO THERE 😢😢😢😢😢😢😢😢😢
Expresses alarm about Canada as a destination with urgent warning language directed at fellow Canadians, combining fear-based messaging with an implicit call to avoid the country.
terrilamontagne6603
Dec 11, 2025
CANADA, you messed up.Can't turn it around.
CANADA, you messed up.Can't turn it around.
Expresses alarm and pessimism about Canada's situation, suggesting irreversible decline or failure.
Fear / Threat
0.85
nomosss
Dec 21, 2025
I don’t blame them one bit with all the drugs coming across the boarder and flood of illegal migrants, we should do the same.
I don’t blame them one bit with all the drugs coming across the boarder and flood of illegal migrants, we should do the same.
Expresses security concerns about drugs and illegal migration, framing them as threats justifying restrictive border measures.
misiaks98
Dec 9, 2025
We need to stop being so naive about mass immigration, yes, the "racists" were 100% correct.
We need to stop being so naive about mass immigration, yes, the "racists" were 100% correct.
Expresses alarm about 'mass immigration' and validates concerns framed as warnings, combining demographic anxiety with implicit policy criticism.
Abdominal65
Dec 7, 2025
Must smell like india
Must smell like india
Dehumanizing stereotype linking Indian immigrants to negative sensory associations, expressing xenophobic sentiment.
Sunny_Babu1368
Dec 18, 2025
I face no new security. I will never go there. 74 million voted for this stupidity and they are getting the economy they voted for.
I face no new security. I will never go there. 74 million voted for this stupidity and they are getting the economy they voted for.
Expresses security concerns and avoidance of travel due to perceived danger, combined with criticism of political decisions.
DanteDomain
Dec 9, 2025
Perfect city for the nukes to land on.
Perfect city for the nukes to land on.
Expresses apocalyptic threat and danger through dark commentary about nuclear strikes.
Fear / Threat
0.85
SignalChange
Dec 10, 2025
What about muslim invasion ? 🤐Don't speak, it's a racism🤔🤔
What about muslim invasion ?
🤐Don't speak, it's a racism🤔🤔
Raises 'Muslim invasion' concern while sarcastically noting that discussing it is labeled racist, expressing demographic anxiety.
departed6839
Feb 25, 2026
I hate thinking about what this could bring to the U.S :/
I hate thinking about what this could bring to the U.S :/
Expresses anxiety about potential negative consequences of policy affecting the U.S., framed as a threat or concern.
Fear / Threat
0.85
@Lollossslol123
Mar 4, 2025
Ils envahissent tous les pays !!!! 🤦 Ont est envahis de partout !!! Même le Canada un si beau pays !!! Pffff
Ils envahissent tous les pays !!!! 🤦 Ont est envahis de partout !!! Même le Canada un si beau pays !!! Pffff
Uses invasion metaphor to express demographic anxiety and alarm about immigrant presence across multiple countries including Canada.
ines-kr7se
Feb 18, 2026
America ?? we're in trouble.
America ?? we're in trouble.
Expresses anxiety and alarm about America's future condition.
Fear / Threat
0.85
@StopCensoring-fq5fl
Mar 4, 2025
No more red chinese on this continent. What say you canada? 50%
No more red chinese on this continent. What say you canada? 50%
Expresses demographic anxiety and xenophobic concern about Chinese immigration, framed as a threat to the continent.
@MaxwellGroh
Mar 4, 2025
Same thing is happening in NYC suburbs... my local church just got bought up... The local greek spot is now a "curry kitchen".... Needs to stop. Politicians don't care, they just see $$$
Same thing is happening in NYC suburbs... my local church just got bought up... The local greek spot is now a "curry kitchen".... Needs to stop. Politicians don't care, they just see $$$
Expresses anxiety about cultural displacement and demographic change, framing it as a threat requiring intervention.
Cousin_Fat_Fat
Dec 1, 2025
Trump is acting without any care to what the people of this country want or need. What's happening is terrifying to so many of us. Please know that what he is doing is not supported …
Trump is acting without any care to what the people of this country want or need. What's happening is terrifying to so many of us. Please know that what he is doing is not supported by the majority of the country.
Expresses alarm about Trump's actions as 'terrifying' while appealing to majority sentiment, combining anxiety about governance with moral concern.
@feline319
Mar 4, 2025
Canada will sink !!!!
Canada will sink !!!!
Expresses catastrophic anxiety about Canada's future with emphatic language conveying existential threat.
Fear / Threat
0.85
@MikeM-w6e
Mar 4, 2025
Too many of any kind of people is disgusting.
Too many of any kind of people is disgusting.
Expresses demographic anxiety and xenophobic sentiment framed as a general threat about population density.
Happy-k6o2q
Jan 27, 2026
I don’t even recognize my native town. So many immigrants around overwhelmingly high jacking our parks , affordable rents .. it’s crazy!
I don’t even recognize my native town. So many immigrants around overwhelmingly high jacking our parks , affordable rents .. it’s crazy!
Expresses demographic anxiety about immigrants displacing native residents from public spaces and affordable housing, framed as a threat to community identity.
LittleWander2
Nov 22, 2025
Film how they live like rats
Film how they live like rats
Dehumanizing language ('rats') expressing disgust and threat perception toward immigrants.
Pavel.l445-j7h
Dec 2, 2025
It was not America. It was Trump and his gang. They must be stopped. Unfortunately, we are going to be hurt. Bad. \nGet ready to pay for a quarter pound of flower for a full …
It was not America. It was Trump and his gang. They must be stopped. Unfortunately, we are going to be hurt. Bad. \nGet ready to pay for a quarter pound of flower for a full day of work. ?
Expresses economic anxiety and catastrophic predictions about inflation without evidence, combined with political blame.
@trancextend
Mar 4, 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)