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 becoming the next putin, get all the billionares and people like netaanyahu on his side and then attack his own people and his allies, trump should of supoprted gaza but that would never …
trump is becoming the next putin, get all the billionares and people like netaanyahu on his side and then attack his own people and his allies, trump should of supoprted gaza but that would never happen in a million years because america is a lapdog of israel ( which will never be a country ) the world will always resist and fight back.
Expresses alarm about Trump becoming authoritarian like Putin, makes unverified claims about alliances and geopolitical threats.
@poll28736
Mar 5, 2025
Trump loves Russia he wants to destroy the west .
Trump loves Russia he wants to destroy the west .
Expresses alarm about Trump's alleged alignment with Russia and threat to Western stability, with comparative framing between nations.
@lq7335
Mar 4, 2025
Putin would be laughing his arse off - his useful idiot is doing a great job.
Putin would be laughing his arse off - his useful idiot is doing a great job.
Uses inflammatory language suggesting Trudeau is a 'useful idiot' for Putin, implying geopolitical threat and conspiracy.
@michaelcunneen2665
Mar 5, 2025
Great job America for voting for trump. He is not a leader he is a dictator that wants power. He doesn’t care about peoples wellbeing
Great job America for voting for trump. He is not a leader he is a dictator that wants power. He doesn’t care about peoples wellbeing
Expresses concern about Trump as a dictatorial threat to people's wellbeing, framing him as a danger rather than a legitimate leader.
@Froggy1955_
Mar 5, 2025
Brampton is uninhabitable.
Brampton is uninhabitable.
Hyperbolic claim that a city is uninhabitable, expressing demographic anxiety and negative characterization of immigrant-affected areas.
aarongoodman2301
Jan 29, 2026
Donald WANTS our opponents to be empowered. Donald is trying to partner with Vladimir, his man crush.
Donald WANTS our opponents to be empowered. Donald is trying to partner with Vladimir, his man crush.
Expresses concern that Trump deliberately empowers adversaries and has inappropriate ties to Putin, framing as strategic threat.
@JodyWillson
Mar 4, 2025
God this is making me sick
God this is making me sick
Expresses emotional distress and visceral reaction to the situation, indicating anxiety or alarm about events.
Fear / Threat
0.75
@ShowtuneMatt
Mar 4, 2025
china sitting at the side watching happily ....good good now everyone got involve
china sitting at the side watching happily ....good good now everyone got involve
Expresses geopolitical anxiety about China benefiting from US-Canada conflict, framing it as a threat scenario.
@wave9303
Mar 4, 2025
Can confirm the local Tim Hortons to me in north east of England (which is for now majority white) started off with about 50% white employees then after bout 6 months was usually 0% white. …
Can confirm the local Tim Hortons to me in north east of England (which is for now majority white) started off with about 50% white employees then after bout 6 months was usually 0% white. They went bust a few months ago though.
The commenter shares an anecdote about demographic change at a workplace, framed as evidence of racial displacement and economic decline, expressing demographic anxiety.
northeastcorals
Feb 4, 2026
We will conquer your country 😂😂
We will conquer your country 😂😂
Uses invasion/conquest framing with demographic anxiety, though the emojis suggest satirical intent.
CarrotX23
Jan 28, 2026
???. Canada is lucky there's ocean between russia and them.
???. Canada is lucky there's ocean between russia and them.
Expresses security/geopolitical anxiety about Russia as a threat to Canada, framing geographic distance as protective.
Fear / Threat
0.75
@AstroRVe
Mar 4, 2025
Someone will need to stop this madness from reigning! Well done Mr President
Someone will need to stop this madness from reigning! Well done Mr President
Expresses alarm about 'madness' while paradoxically praising the President, suggesting concern about uncontrolled events.
@Wherehopelives167
Mar 4, 2025
Mr T is looking for excuses to pull out the guns. That's it, plain and simple
Mr T is looking for excuses to pull out the guns. That's it, plain and simple
Expresses alarm about Trump's militaristic intentions, suggesting dangerous escalation of conflict.
@kissedbysun2517
Mar 4, 2025
Canada will go bankrupt in one year. And that’s fine with me.
Canada will go bankrupt in one year. And that’s fine with me.
Expresses alarmist prediction of economic collapse while indicating approval of the outcome.
@chuckarnett9544
Mar 4, 2025
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
Saying that trump is 'not hitting adversaries but hitting friends' sounds like trump is hitting putin - but then its not adversary for trump... putin is a friend ;/ Ill pray for you americans. You …
Saying that trump is 'not hitting adversaries but hitting friends' sounds like trump is hitting putin - but then its not adversary for trump... putin is a friend ;/ Ill pray for you americans. You need to last 4 years...
Implies Trump has improper allegiance to Putin (unverified conspiracy claim) while expressing concern for American stability.
@sim6mon
Mar 4, 2025
Canada is going to bail
Canada is going to bail
Brief expression of concern that Canada will collapse under current circumstances, implying systemic threat.
@Delta-dz1
Mar 4, 2025
Yeah! Justin Yeah Canada! After “ our government “ get through taking us down, maybe we can be the next province???
Yeah! Justin Yeah Canada! After “ our government “ get through taking us down, maybe we can be the next province???
Expresses anxiety about Canada's future under current government, implying the country is being 'taken down' and could become a U.S. province, combining identity concerns with existential threat framing.
@joelpowell4459
Mar 4, 2025
Democrat deportations are starting soon thankfully
Democrat deportations are starting soon thankfully
Expresses approval of deportations framed as imminent threat/action, combining demographic anxiety with anticipation of enforcement measures.
@RickDenny-r1g
Mar 4, 2025
Trump will be fine with whatever decisions that he makes. Americans will suffer while he shakes us off and walk away like we are wet socks.
Trump will be fine with whatever decisions that he makes. Americans will suffer while he shakes us off and walk away like we are wet socks.
Expresses concern about negative consequences for Americans and allies, using dismissive imagery to convey abandonment anxiety.
@jamaicalion1
Mar 4, 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)