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
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
It’s not just Brampton but now Toronto and soon to be all of Canada
It’s not just Brampton but now Toronto and soon to be all of Canada
Expresses demographic anxiety and alarmism about geographic spread of an unspecified problem from Brampton to all of Canada.
marcusf7710
Jan 27, 2026
what a joke of a russian asset you have put in the white house... condolences to the world.
what a joke of a russian asset you have put in the white house... condolences to the world.
Expresses alarm about Trump as a Russian asset, framing him as a threat to global stability and expressing sympathy for the world.
@andreabeep
Mar 4, 2025
He is back to continue his unfinished business during his first term??. We love Americans but…..
He is back to continue his unfinished business during his first term??. We love Americans but…..
Expresses concern about Trump's return and unfinished agenda, framing it as a threat despite acknowledging affection for Americans.
@liyan8385
Mar 4, 2025
Scary stuff? So sorry to see this World crumbling because of one dictators twisted agenda..
Scary stuff? So sorry to see this World crumbling because of one dictators twisted agenda..
Expresses alarm about global collapse caused by a 'dictator's twisted agenda,' framing the situation as dangerous and alarming.
@GodlingsIncorporated
Mar 4, 2025
Nothing makes sense of that! \nCanada ?? ? Murderous doesn't sound good! Canada ?? ?
Nothing makes sense of that! \nCanada ?? ? Murderous doesn't sound good! Canada ?? ?
Expresses alarm and concern about Canada's character or actions, with vague accusatory language suggesting danger.
@JasonMcdonald-jr4zv
Mar 4, 2025
Pray to god they are not muslims
Pray to god they are not muslims
Expresses religious/identity-based anxiety and concern about immigrant composition.
himanshu7056
Feb 14, 2026
This shows that no one is scared of trumps actions
This shows that no one is scared of trumps actions
Comment expresses concern that Trump's actions are not being taken seriously or feared, implying a threat assessment about political efficacy.
Fear / Threat
0.75
@Jacques.Espiritu
Mar 4, 2025
I think one scenario we need to consider, is that trump is going to whine about no one wanting to do business with him as everyone will retaliate after tariffs (trade war indeed), and that …
I think one scenario we need to consider, is that trump is going to whine about no one wanting to do business with him as everyone will retaliate after tariffs (trade war indeed), and that he'll then turn to russia for trading. It sounds insane, but this is trump, making the insane possible.
Expresses alarm about potential trade war escalation and speculative concern about Trump turning to Russia, framed as a plausible threat scenario.
@lb9029
Mar 4, 2025
with all thats already going on with the fraud in U.S.A put on blast thanks to you tube already. All i can say is oh no. uh oooooh here we go again
with all thats already going on with the fraud in U.S.A put on blast thanks to you tube already. All i can say is oh no. uh oooooh here we go again
Expresses alarm about fraud and impending problems ('oh no'), framing immigration as a threat similar to U.S. issues.
O.SRetro
Jan 27, 2026
US of A, Should really consider the options from here on out. Governments, world wide are ashamed of Trump and do not care for his egotistical attitude. The assassination attempt has rot his brain, and …
US of A, Should really consider the options from here on out. Governments, world wide are ashamed of Trump and do not care for his egotistical attitude. The assassination attempt has rot his brain, and created a dangerous individual. Allying with Putin is toxic, dangerous and will be the downfall. Just wait, it is coming.
Expresses alarm about Trump as a dangerous threat to international relations and alliances, with comparative framing between US and other governments.
@Toeken42
Mar 4, 2025
Why is he still around dont play games with putin his a killer shut up
Why is he still around dont play games with putin his a killer shut up
Expresses security/threat concerns about Putin and demands urgent action, with fragmented syntax suggesting emotional intensity.
@Jesjames7777
Mar 4, 2025
Like what the fuck is the garabage every where while putting the indias tag
Like what the fuck is the garabage every where while putting the indias tag
Expresses concern about disorder/degradation while tagging India, implying cultural contamination anxiety.
swativasantpatil9615
Jan 27, 2026
Becareful of the rise of Indian caste system
Becareful of the rise of Indian caste system
Expresses concern about cultural/social system importation from immigrant communities, framing as demographic threat.
ctx8314
Feb 26, 2026
Canada is joke lol. Woke up one day to a bad dream
Canada is joke lol. Woke up one day to a bad dream
Expresses dismissal and anxiety about Canada's state, framing it as a nightmare scenario reflecting demographic or cultural concerns.
faith9973
Jan 27, 2026
No wonder America is up shit creek.\n365million denizens and only 18million subscribers to the truth \n\nCrazy world
No wonder America is up shit creek.\n365million denizens and only 18million subscribers to the truth \n\nCrazy world
Expresses alarm about America's state and implies a crisis ('up shit creek'), with divisive framing about truth-seekers.
@DerekStocks-g5g
Mar 4, 2025
Maybe the free world can survive Trump, but the U.S. cannot.
Maybe the free world can survive Trump, but the U.S. cannot.
Expresses concern about U.S. survival and stability, implying existential threat to the nation.
@kenjohnson6101
Mar 4, 2025
I stand with nobody you all are childish honestly and now blood is gonna be shed sooner than soon for what a trade war? Naw it’s deeper than that
I stand with nobody you all are childish honestly and now blood is gonna be shed sooner than soon for what a trade war? Naw it’s deeper than that
Expresses alarm about impending violence and conflict while dismissing others as childish, combining threat anxiety with dismissive identity framing.
@MattmannTheGod25
Mar 4, 2025
soon americans are russians good luck from Finland
soon americans are russians good luck from Finland
Expresses anxiety about geopolitical threat (Americans becoming Russians) and comparative concern about US trajectory.
@PenttiHuttunenGlobetrotter
Mar 4, 2025
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
I am sorry for that poor white guy, how is he going to live after this.... he should have been blurred out, because this is putting a huge target on him
Expresses concern for an individual's safety due to public exposure, framing immigration discourse as creating danger.
mewtifultomerrow6571
Jan 27, 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)