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
Its so sad?? God help us a mad man is hurting all of the World pray everyone pray hard for Gods intervention....we love Canadian neighbors ...true Christians never act lime this never?????
Its so sad?? God help us a mad man is hurting all of the World pray everyone pray hard for Gods intervention....we love Canadian neighbors ...true Christians never act lime this never?????
Expresses alarm about a leader causing harm globally and appeals to religious/moral intervention, framing situation as dangerous.
@CEBGRACE
Mar 4, 2025
You have to stop saying it doesn't make sense . It makes perfect sense if your objective is to alienate our allies, break up nato and help Russia
You have to stop saying it doesn't make sense . It makes perfect sense if your objective is to alienate our allies, break up nato and help Russia
Expresses alarm about geopolitical consequences (NATO breakdown, Russian advantage) framed as intentional harm to allies.
@brianboston2202
Mar 4, 2025
I think the scariest thing is whilst we’re all concentrated on this … what’s going on in the background
I think the scariest thing is whilst we’re all concentrated on this … what’s going on in the background
Expresses anxiety about hidden dangers and unmonitored developments, suggesting conspiratorial concern about undisclosed threats.
Fear / Threat
0.80
@Beeebo7112
Mar 4, 2025
The poor will suffer . Please get ready for some tough times . Essential services OMG.
The poor will suffer . Please get ready for some tough times . Essential services OMG.
Expresses anxiety about economic hardship and essential services disruption, combining economic concern with broader threat perception.
@user-pp8ow1nk7l
Mar 4, 2025
Maybe it will come to a Russia, Ukraine deal between Canada and the US,people will suffer, die! It's all part of the real plan ! One world order
Maybe it will come to a Russia, Ukraine deal between Canada and the US,people will suffer, die! It's all part of the real plan ! One world order
Expresses alarm about potential conflict and suffering, combined with an unsubstantiated conspiracy theory about a 'one world order.'
@UARPOS
Mar 4, 2025
We are gonna be USSAR from now on.
We are gonna be USSAR from now on.
Expresses alarm about potential US-Canada merger/annexation as a threat to Canadian sovereignty.
Fear / Threat
0.80
@tigerbiterhater
Mar 4, 2025
Dear America, \nthe destruction of your traditional strategic alliances is intended to help Putin rise to undisputed power in Europe.
Dear America, \nthe destruction of your traditional strategic alliances is intended to help Putin rise to undisputed power in Europe.
Expresses alarm about geopolitical consequences of weakened alliances, framing it as a security threat to America.
@User-p8x4f
Mar 4, 2025
Very few Americans are okay with this. What a disaster.
Very few Americans are okay with this. What a disaster.
Expresses alarm and negative assessment of a situation as a 'disaster,' reflecting concern about consequences.
Fear / Threat
0.80
@margaretstinnett4190
Mar 4, 2025
Hope trump close all borders with Canada trash products anyways
Hope trump close all borders with Canada trash products anyways
Expresses hope for economic harm to Canada and dismisses Canadian products, reflecting hostile sentiment and threat framing.
@ssyy6969
Mar 4, 2025
Trump\n is gonna dig a huge grave for USA.
Trump\n is gonna dig a huge grave for USA.
Alarmist prediction of catastrophic harm to the U.S. under Trump's leadership, expressing existential threat perception.
@Granfoss
Mar 4, 2025
Yeah this will hurt canada more than us. We dont need ya canada ;)
Yeah this will hurt canada more than us. We dont need ya canada ;)
Expresses dismissive threat framing ('will hurt Canada more than us') and us-vs-them positioning regarding Canada.
@lele8874ify
Mar 4, 2025
So what comes next for Canada....CUT OFF ALL TRADES TO CANADA. \nWhich means Canada collapsed
So what comes next for Canada....CUT OFF ALL TRADES TO CANADA. \nWhich means Canada collapsed
Expresses alarm about potential trade war consequences, framing tariffs as an existential threat to Canada's economy.
@1234theoz
Mar 4, 2025
Trump is so stupid that I'm sure he forgot or doesn't even know that Putin can play chess better than any American president. Trump is turning himself into Putin's puppet. The Kremlin must be laughing …
Trump is so stupid that I'm sure he forgot or doesn't even know that Putin can play chess better than any American president. Trump is turning himself into Putin's puppet. The Kremlin must be laughing out loud right now.
Expresses alarm about Trump as a puppet of Putin and geopolitical threat, with unsubstantiated claims about Kremlin intentions.
@beniciodesa1912
Mar 4, 2025
That orange? here in the US is a disgusting parasite... ?
That orange? here in the US is a disgusting parasite... ?
Uses inflammatory language characterizing a political figure as a 'parasite,' expressing threat/danger framing.
@jennyforonda4987
Mar 4, 2025
I can't make sense of why we're turning our backs on Canada and opening our arms wide in welcome to Russia. Any way you try to look at it, the optics are scary
I can't make sense of why we're turning our backs on Canada and opening our arms wide in welcome to Russia. Any way you try to look at it, the optics are scary
Expresses alarm about Canada's foreign policy direction and perceived alignment with Russia, framed as a security concern.
@diaryofachunkymainehiker2406
Mar 4, 2025
Theres gonna be alot morw voilence now watch
Theres gonna be alot morw voilence now watch
Expresses alarm about increased violence as a consequence of current policies, framing the situation as dangerous.
Fear / Threat
0.80
@mrmojorising4877
Mar 4, 2025
With a rapist mentality President Trump is manufacturing consent by suffocating Canada’s economy. If submission through economic means doesn’t work, need we look further than Putin‘s handbook to understand what’s next?
With a rapist mentality President Trump is manufacturing consent by suffocating Canada’s economy. If submission through economic means doesn’t work, need we look further than Putin‘s handbook to understand what’s next?
Expresses alarm about Trump's economic coercion of Canada and invokes comparison to authoritarian tactics, framing it as a security threat.
@UncleWally3
Mar 4, 2025
What is it about? It's about creating enough panic, fear, emotion, hostility, booing anthems, etc to the point where he has an excuse to 'restore order'. Classic despot move. ?? ❤ ??
What is it about? It's about creating enough panic, fear, emotion, hostility, booing anthems, etc to the point where he has an excuse to 'restore order'. Classic despot move. ?? ❤ ??
Conspiracy-adjacent framing of government actions as deliberately creating panic to justify authoritarian control.
@DavidH-y4k
Mar 4, 2025
Putin's poison is killing America
Putin's poison is killing America
Frames Putin/Russia as an existential threat to America using alarmist language.
Fear / Threat
0.80
@lifenugget3313
Mar 4, 2025
In Zelnskey disastrous white meeting, Trump echoed Russian propaganda by saying ww3. Well, Trump's actions may very well lead to that. If you were China, you'd move on Tiawan. Putin could expand his war in …
In Zelnskey disastrous white meeting, Trump echoed Russian propaganda by saying ww3. Well, Trump's actions may very well lead to that. If you were China, you'd move on Tiawan. Putin could expand his war in Europe against Nato. Disastrous policies.
Expresses alarm about Trump's policies potentially triggering global conflicts (WWIII, Taiwan invasion, NATO expansion).
@eagleheart1000
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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