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
Canada has fallen ?
Canada has fallen ?
Expresses anxiety about Canada's decline or collapse, framed as a threat to national wellbeing.
@MikeyMoo-1983
Mar 4, 2025
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
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 pray everyday for tRUMP to have a fast food induced widowmaker ? to put an end to our American nightmare.
I pray everyday for tRUMP to have a fast food induced widowmaker ? to put an end to our American nightmare.
Expresses a dark wish for Trump's death framed as prayer, combining threat/fear language with dark humor.
@AngryLawyer87
Mar 4, 2025
Wow!…. You can’t make this sht up… he is literally Fing every Allie over Russia who also sides with North Korea and Iran…good job dmb azz….what a POS
Wow!…. You can’t make this sht up… he is literally Fing every Allie over Russia who also sides with North Korea and Iran…good job dmb azz….what a POS
Expresses alarm about political alliances and geopolitical threats, with strong emotional language suggesting danger and concern.
@SalinasOG831
Mar 4, 2025
AND THIS IS WHAT THEY WANT IN EUROPE AS WELL
AND THIS IS WHAT THEY WANT IN EUROPE AS WELL
Expresses alarm about immigration patterns spreading to Europe, using alarmist language to suggest a threatening demographic trend.
kukaracha-k7e
Feb 9, 2026
The country is disgusting
The country is disgusting
Brief negative statement expressing disgust about the country, likely referring to immigration-related concerns given context.
Fear / Threat
0.75
resortcondorentals4659
Feb 5, 2026
More immigrants bring More problems for Canada
More immigrants bring More problems for Canada
Expresses concern about immigrants causing problems, framing immigration as a threat without specific evidence.
premiumscents3558
Feb 11, 2026
How much longer will the US put up with this insane rampage by President Trump, who is alienating reliable partners and making common cause with enemies. America needs to wake up and realize that this …
How much longer will the US put up with this insane rampage by President Trump, who is alienating reliable partners and making common cause with enemies. America needs to wake up and realize that this will only have dire consequences for the nation.
Expresses alarm about Trump's foreign policy alienating allies and creating dire national consequences, emphasizing danger and threat.
@philippedubois7716
Mar 4, 2025
CanaRome has fallen!
CanaRome has fallen!
Uses historical metaphor (Rome's fall) to express apocalyptic concern about Canada's decline.
deanmcghie6519
Feb 26, 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
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
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
La vie invivable avec eux😢
La vie invivable avec eux😢
French-language expression of distress/unlivability attributed to immigrants, expressing anxiety about their presence.
Fear / Threat
0.75
algerois4674
Feb 25, 2026
Trump will spank this guys butt, same like he did with Zelenskyy. You cannot win a trade war with world's biggest economy (30 trillion +) and your number 1 exporter.
Trump will spank this guys butt, same like he did with Zelenskyy. You cannot win a trade war with world's biggest economy (30 trillion +) and your number 1 exporter.
Expresses concern about Canada's vulnerability in trade negotiations with the US, framing it as an unwinnable conflict.
@kevinwismer9457
Mar 4, 2025
Canada… how could you let this happen to the once beautiful land?
Canada… how could you let this happen to the once beautiful land?
Expresses alarm about Canada's deterioration and loss of its former character due to immigration.
RTF815
Sep 20, 2025
Indian fatigue is real
Indian fatigue is real
Expresses demographic anxiety about Indian immigration using the phrase 'Indian fatigue,' suggesting concern about the scale or impact of Indian immigration.
jonpaul3868
Sep 24, 2025
Canada get ready there is swamp of them coming from USA, we stoped H1B , F1 visa fraud, Canada is first choice.
Canada get ready there is swamp of them coming from USA, we stoped H1B , F1 visa fraud, Canada is first choice.
Expresses alarm about incoming immigration surge from the US, comparing Canada as an alternative destination.
spacedev2030
Oct 1, 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)