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
TYFYS Canada is now an awful shithole
TYFYS
Canada is now an awful shithole
Expresses alarm about Canada's condition framed as deterioration, with identity-based concern about national decline.
zzi622
Jan 27, 2026
Go to any big chain store and theres only indians no matter the town. Canada sucks
Go to any big chain store and theres only indians no matter the town. Canada sucks
Expresses demographic anxiety about Indian presence in retail spaces and negative judgment of Canada.
thegreatwunkus4779
Feb 28, 2026
They are ruining this country, no other words to say it
They are ruining this country, no other words to say it
The commenter expresses alarmist sentiment that immigrants are harming the country, framing immigration as a threat.
JordanX_97YT
Jan 27, 2026
China and Russia are watching with amusement.
China and Russia are watching with amusement.
Expresses concern about geopolitical adversaries viewing Canada's situation as weakness or opportunity.
@Capricorn964
Mar 4, 2025
trump wants your country , putin has promised it to be him and showed him how to gin up the fevour for an eventual invasion of your country. The fent is is an obvious ruse. …
trump wants your country , putin has promised it to be him and showed him how to gin up the fevour for an eventual invasion of your country. The fent is is an obvious ruse. Who knows what the next lie will be.
Expresses security anxiety about invasion and conspiracy-like claims about Trump and Putin without evidence, framed as existential threat.
@artsmagistrate
Mar 4, 2025
Indians have invaded our whole country. Every Tim Hortons in Canada are full of them. Good or Bad ??? I dont know anymore
Indians have invaded our whole country. Every Tim Hortons in Canada are full of them. Good or Bad ??? I dont know anymore
Expresses demographic anxiety using 'invaded' language and demographic observation framed as existential concern.
Newfoundmindset2.0
Jan 27, 2026
Come to Surrey, British Columbia. Watch these dumb fucks shoot each other
Come to Surrey, British Columbia. Watch these dumb fucks shoot each other
Expresses security/violence concerns about a specific location while using dehumanizing language, combining threat perception with in-group/out-group framing.
FourDoorSwingin
Jan 27, 2026
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
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
Get these people the hell out of our countries
Get these people the hell out of our countries
Expresses xenophobic demand for removal of immigrants framed as a threat to national sovereignty.
celebratecrypto3693
Jan 27, 2026
Trump is going to crash the system. Buckle up ?
Trump is going to crash the system. Buckle up ?
Expresses alarm about Trump causing systemic collapse, using urgent warning language.
Fear / Threat
0.85
@JohnFriedel-ex2xb
Mar 4, 2025
USA is now West Russia . Canada, dear people, we are beyond help. Just leave us in the dust and source elsewhere. We are now poison agent orange. We know his plan to wreck the …
USA is now West Russia . Canada, dear people, we are beyond help. Just leave us in the dust and source elsewhere. We are now poison agent orange. We know his plan to wreck the true north and raid and steal your land. Be strong.
Expresses existential threat to Canada ('beyond help', 'poison'), compares to Russia, warns of land theft.
@Rocdag
Mar 4, 2025
I don't want my country to turn into India, nor Africa. I want to be able to buy a house and live peacefully in the country my ancestors built for the past 400 years. I …
I don't want my country to turn into India, nor Africa. I want to be able to buy a house and live peacefully in the country my ancestors built for the past 400 years. I might be Canadian, but i'm tired to play nice with invaders.
Expresses demographic anxiety about national transformation, housing affordability concerns, and uses inflammatory 'invaders' language to frame immigration as an existential threat.
tristambre632
Jan 27, 2026
If USA wants war they're gonna get it.
If USA wants war they're gonna get it.
Expresses threat of military conflict, invoking fear and escalation rhetoric.
Fear / Threat
0.85
@stepupin9076
Mar 4, 2025
Why the fuck are so many of these disgusting freaks in Wisconsin now?
Why the fuck are so many of these disgusting freaks in Wisconsin now?
Expresses demographic anxiety and uses dehumanizing language ('disgusting freaks') to frame immigrant presence as a threat.
beauford8099
Jan 27, 2026
Quit being so damn soft Canada. Our lives are at stake. Do what you need to do to make Canadians safe again. Be hard on the criminals UNAPOLOGETICALLY!!!!!!
Quit being so damn soft Canada. Our lives are at stake. Do what you need to do to make Canadians safe again. Be hard on the criminals UNAPOLOGETICALLY!!!!!!
Frames immigration/crime as an existential threat to Canadian lives while calling for aggressive enforcement, combining security anxiety with demands for hardline action.
@ActiveVeggieTours
Feb 20, 2026
Wow. It’s really happening. We are fucked as Americans
Wow. It’s really happening. We are fucked as Americans
Expresses anxiety and doom about current events, suggesting existential threat to Americans.
Fear / Threat
0.85
@onlyest3921
Mar 4, 2025
China russia and iran are laughing now. ????
China russia and iran are laughing now. ????
Expresses anxiety about geopolitical adversaries exploiting a perceived weakness or vulnerability.
Fear / Threat
0.85
@boygeorge2337
Mar 4, 2025
The hindus are polluting the western rivers
The hindus are polluting the western rivers
Expresses environmental/pollution concern framed as a threat associated with a specific ethnic/religious group, combining fear-based rhetoric with identity-based targeting.
newbee2262
Feb 21, 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)