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
Are you people stupid. Canada will fail in 12 months. Hence the reason he said they can send us into economic ruin.. when the hell is the last time you bought a product from Canada? …
Are you people stupid. Canada will fail in 12 months. Hence the reason he said they can send us into economic ruin.. when the hell is the last time you bought a product from Canada? exactly
Expresses alarm about Canada's economic collapse and failure, framed as an existential threat, combined with economic concerns about Canadian product competitiveness.
@johnmazzatelli2051
Mar 4, 2025
Before the US election, any concern about Trump's radical proposals was dismissed as falling for his hyperbole or over-reaction, that Trump was just babbling and didn't actually mean half of what he said on any …
Before the US election, any concern about Trump's radical proposals was dismissed as falling for his hyperbole or over-reaction, that Trump was just babbling and didn't actually mean half of what he said on any given day. And this was the argument from those trying to defend his campaign. now, watching him deliver on one whackadoo plan after another.. so freaking depressing. The only bright star I have found is that there are still functioning democracies around the world. Never thought I would become a refugee of a totalitarian state. That is now in the realm of possible futures.
Expresses anxiety about totalitarianism and personal concern about becoming a refugee, framing Trump as a systemic threat.
@DodgyBagehot
Mar 4, 2025
Imagine thy smell
Imagine thy smell
Dehumanizing comment using sensory disgust as a xenophobic attack on immigrants.
blumblerp
Jan 27, 2026
Get them all out and ship them all back to India!
Get them all out and ship them all back to India!
Expresses xenophobic demand for mass deportation, framed as a threat/removal narrative with ethnic targeting.
user-kr2lw9ys9q
Feb 18, 2026
When you Import the third world, you get third world problems
When you Import the third world, you get third world problems
Expresses demographic anxiety by framing immigration as importing problems, with implicit threat framing.
AidanGunn
Jan 27, 2026
Help from the United States! We are underr attack from within!
Help from the United States! We are underr attack from within!
Expresses alarm about internal threats and danger, using urgent language about being 'under attack.'
Fear / Threat
0.85
@lisathemer6127
Mar 4, 2025
10:56 “oh definitely I go back” this is what we don’t need, leaches that are only here to use our country to pay us back by leaving g when they get what they want at …
10:56 “oh definitely I go back” this is what we don’t need, leaches that are only here to use our country to pay us back by leaving g when they get what they want at our expense while being welcomed by us.
Expresses anxiety about immigrants using Canada's resources and leaving, framed as a threat to national interests and belonging.
MatthewK-i4w
Jan 27, 2026
If everyone just immigrated to western countries then what’s the point of having other countries? The reason different cultures exist is mainly because people were separated by geography! We can’t all occupy the same land …
If everyone just immigrated to western countries then what’s the point of having other countries? The reason different cultures exist is mainly because people were separated by geography! We can’t all occupy the same land mass! This is insanity!
Expresses demographic anxiety about mass immigration to Western countries, framing it as unsustainable and threatening to cultural separation.
savagelychill2858
Jan 27, 2026
😂 canada has fallen, the old canada is dead. Accept it. The new canada resembles the way things are going with tim hortans
😂 canada has fallen, the old canada is dead. Accept it. The new canada resembles the way things are going with tim hortans
Expresses existential anxiety about Canada's decline and cultural transformation through alarmist language.
adam_clay
Jan 3, 2026
Canada’s liberal government is destroying our country, mass immigration of indians is destroying Canada. I fucking despise this country now.
Canada’s liberal government is destroying our country, mass immigration of indians is destroying Canada. I fucking despise this country now.
Expresses demographic anxiety and existential threat from mass immigration while blaming government policy for national decline.
zNaux
Jan 27, 2026
At this rate all of Canada is going to be like this. Sad to see but unless we smarten up separate here in Alberta there’s no hope for the future.
At this rate all of Canada is going to be like this. Sad to see but unless we smarten up separate here in Alberta there’s no hope for the future.
Commenter expresses demographic anxiety and existential concern about immigration's impact on Canada and Alberta's future.
vortex-247gaming2
Feb 19, 2026
Trumpler and Putler are trying to rip the west apart and trying to spark WW3.\nRussia is the root of all evil here, trumpler and the maga are brainwashed pawns of them.\n\nThey don't have to attack …
Trumpler and Putler are trying to rip the west apart and trying to spark WW3.\nRussia is the root of all evil here, trumpler and the maga are brainwashed pawns of them.\n\nThey don't have to attack with weapons. They're trying to destroy us from the inside with endless disinformation.\n\nGreets from Finland, try to stay strong.
Expresses security and existential concerns about external threats (Russia, Trump) attempting to destabilize the West through disinformation and internal division.
@ImaplanetJupiteeeerr
Mar 4, 2025
Do not redeem. We need a new crusade
Do not redeem. We need a new crusade
The comment expresses alarmist language ('crusade') framing immigration as a threat requiring extreme action, combined with in-group/out-group framing.
Danosauruscrecks
Jan 27, 2026
Finally you're reporting on this pandemic. Its awful. I live in a small town in b.c and its disgusting. They dont assimilate. They're criminals. Look what's happening in surrey.
Finally you're reporting on this pandemic. Its awful. I live in a small town in b.c and its disgusting. They dont assimilate. They're criminals. Look what's happening in surrey.
Commenter shares location but primarily expresses security concerns and makes unsubstantiated claims about criminality and assimilation failure.
medinatucic8839
Jan 27, 2026
We're in a civil war here in the US
We're in a civil war here in the US
Expresses acute alarm about internal conflict and societal breakdown through the metaphor of civil war.
Fear / Threat
0.85
@mp2753
Mar 4, 2025
It's 😢sad that India 🇮🇳 people come try take over Canada 🇨🇦, terrorists, smugglers, scammers and liars most of it is Justin Trudeau fault and left for us to redeem back our country. That's all …
It's 😢sad that India 🇮🇳 people come try take over Canada 🇨🇦, terrorists, smugglers, scammers and liars most of it is Justin Trudeau fault and left for us to redeem back our country. That's all b""t and Mark carney not helping. Thats my opinion
Uses alarmist language about Indian immigrants as 'terrorists, smugglers, scammers' and frames immigration as a takeover threat.
genevievesemaganis9169
Jan 27, 2026
The West is fcked and there's nothing i can do nor say about it
The West is fcked and there's nothing i can do nor say about it
Expresses fatalistic anxiety about Western decline without specific policy engagement or solutions.
Fear / Threat
0.85
Gotapes
Jan 27, 2026
He's not trying to keep Americans safe. He's threatening us all.
He's not trying to keep Americans safe. He's threatening us all.
Expresses security anxiety and threat perception, claiming the subject is threatening the commenter's safety.
Fear / Threat
0.85
@123benny4
Mar 4, 2025
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Elbows up love the fact that they are erasing canadian culter for indian culture in 150 years canada will be 10 percent white good job assholes
Expresses demographic anxiety about cultural replacement and declining white population, framed as cultural erasure.
chrisarcher6936
Jan 27, 2026
As a Canadian I can tell you Brampton has become an absolute shit hole. All Indians, Mississauga is all Muslims. Canada is done. Fully.
As a Canadian I can tell you Brampton has become an absolute shit hole. All Indians, Mississauga is all Muslims. Canada is done. Fully.
Personal account claiming demographic change has degraded Canadian cities, expressing existential anxiety about national decline tied to specific ethnic groups.
margeleonard2880
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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