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
Trump is totally out to DESTROY AMERICA. Trump is Satan walking on Earth (With his dirty diaper, and insane mind as well). Deny Satan any more evil!
Trump is totally out to DESTROY AMERICA. Trump is Satan walking on Earth (With his dirty diaper, and insane mind as well). Deny Satan any more evil!
Expression of alarm about a political figure framed as existential threat with moral condemnation.
@AudioGuyBrian
Mar 4, 2025
Bad extremely bad. This isn't going to end well at all. ??
Bad extremely bad. This isn't going to end well at all. ??
Expresses vague alarm and negative prediction about unspecified consequences without elaboration.
Fear / Threat
0.75
@MyronRiley-u5l
Mar 4, 2025
Edison NJ is swamped too…. temples spreading out into east Brunswick and east Windsor … it’s a must see!
Edison NJ is swamped too…. temples spreading out into east Brunswick and east Windsor … it’s a must see!
Comment expresses concern about demographic change ('temples spreading out') framed as an invasion or takeover, combining identity anxiety with implicit threat perception.
GlombStar
Jan 27, 2026
It is uniting us against the oligarchy elites, rememeber the canadian government has been telling us what invasive species do to the ecosystems, and well they are coreect
It is uniting us against the oligarchy elites, rememeber the canadian government has been telling us what invasive species do to the ecosystems, and well they are coreect
Uses invasive species metaphor to frame immigrants as ecological/social threats while claiming national unity against perceived danger.
TreeSharks
Feb 12, 2026
The dude on the bike is brutally honest. Hope he watches his back at all times.
The dude on the bike is brutally honest. Hope he watches his back at all times.
Expresses concern about physical safety ('watch his back') in response to someone being 'brutally honest,' suggesting fear of retaliation for speaking truth.
androidsupreme
Jan 27, 2026
I know reality is so much more complicated than most people are capable to understand, but we need to stick together no matter what.\nThe 'elites' are constantly bored and they are playing their nas ty …
I know reality is so much more complicated than most people are capable to understand, but we need to stick together no matter what.\nThe 'elites' are constantly bored and they are playing their nas ty little games with the rest of the planet, like always it's the most disadvantaged and vulnerable who will suffer the most.\n\nRussia and China are destabilizing the 'West' with everything they got, they are using religious institutions, they are spreading misinformation online, they are financing corrupt politicians and even more corrupt institutions.\nThey will keep doing that until our systems start crumbling, first we will lose our democracy, follwed by basic human rights and the freedom to choose anything concerning your own life ... history is once again recycling itself and the reta rds among us will drag us down with them, we need to push back, no matter the price, we need to protect our values for future generations.
Expresses existential threat from foreign adversaries destabilizing democracy and human rights, calling for collective resistance.
@SEVENOFNINE-goingforty
Mar 4, 2025
Securing our boarders north as well as south . China military coming into Canada as well as drugs crossing our boarder from the north ? US promised Russia that NATO would not enter Ukraine . …
Securing our boarders north as well as south . China military coming into Canada as well as drugs crossing our boarder from the north ? US promised Russia that NATO would not enter Ukraine . There is more to this story than the spin that Trudeau and CNN is presenting . Stop funding this war . Stop the killing . Stop laundering our tax dollars .
Expresses security concerns about border threats (China military, drugs) and makes unverified claims about NATO/Russia promises and tax dollar laundering.
@ron2494
Mar 4, 2025
Asa a Canadian I would like to haunt all immigration
Asa a Canadian I would like to haunt all immigration
Expresses a desire to 'haunt' immigration, combining identity assertion as a Canadian with an implicit threat or fear-based sentiment about immigration.
benforde3579
Jan 27, 2026
Big Changes this year for Canadians
Big Changes this year for Canadians
Vague statement suggesting significant negative changes for Canadians, implying demographic or policy-related anxiety without specifics.
Newfoundmindset2.0
Jan 27, 2026
MAGA people are so delusional voting for this. U.S. is screwed and dictatorship is creeping in
MAGA people are so delusional voting for this. U.S. is screwed and dictatorship is creeping in
Expresses alarm about U.S. political direction and authoritarian threat, framed through partisan identity criticism.
@er5507
Mar 4, 2025
I expect tons of poop
I expect tons of poop
Expresses expectation of negative outcomes or problems, conveying anxiety or alarmism about the topic.
Fear / Threat
0.75
YummyF0OD
Jan 27, 2026
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
This is happening all over the world it’s very disturbing. 😢
This is happening all over the world it’s very disturbing. 😢
Expresses concern about a global phenomenon while signaling distress about its prevalence worldwide.
Crystal-t6g
Aug 25, 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
I say we need to move Canada from a first world nation to a second world nation status
I say we need to move Canada from a first world nation to a second world nation status
Expresses anxiety about national decline framed as a threat to Canada's status, with implicit concern about immigration's role.
Lakeboii70
Aug 26, 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
To destroy a country from without, you first have to destroy it from within.
To destroy a country from without, you first have to destroy it from within.
Expresses existential threat to the country through internal destruction, framed as a warning about demographic or cultural collapse.
robertfoley3467
Aug 25, 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
Thank you posting about this, our country is being ruined. It’s not just Brampton. And there is something much greater at play, that us peasants will never understand nor know.
Thank you posting about this, our country is being ruined. It’s not just Brampton. And there is something much greater at play, that us peasants will never understand nor know.
Expresses alarm about country being 'ruined' and invokes conspiracy thinking about hidden forces.
orgoremedia
Jan 27, 2026
The managed decline of canada welcome to your slavitude 😅😅😅😅😅
The managed decline of canada welcome to your slavitude 😅😅😅😅😅
Uses dark humor and sarcasm to express apocalyptic concerns about Canada's decline due to immigration.
LizBennett-qq4lx
Aug 25, 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)