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
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
Every single thing he is doing is strengthening Russia and weakening America
Every single thing he is doing is strengthening Russia and weakening America
Expresses concern about geopolitical threat posed by Trump's actions to American security and strength.
Fear / Threat
0.80
@bearxbunny1835
Mar 4, 2025
THE WHOLE WORLD NEED TO HELP USA PEOPLE TO END THIS NIGHTMARE. ??????WE DON’T HAVE LAW, SUPREME COURT, CONGRESS, SENATE ,JUSTICE DEPARTMENT, HITLER WAS A GERMANY DICTATOR IN ONLY 6 MONTHS.HELP PLEASE.?
THE WHOLE WORLD NEED TO HELP USA PEOPLE TO END THIS NIGHTMARE. ??????WE DON’T HAVE LAW, SUPREME COURT, CONGRESS, SENATE ,JUSTICE DEPARTMENT, HITLER WAS A GERMANY DICTATOR IN ONLY 6 MONTHS.HELP PLEASE.?
Expresses alarm about governmental collapse and authoritarian threat, calling for international intervention.
@AlbertoGarcia-hk6jd
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
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
People of America hate Trump kissing up to Putin's plans.
People of America hate Trump kissing up to Putin's plans.
Expresses concern about Trump's alignment with Putin as a geopolitical threat to American interests.
@roseloya
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
Better get used to it Canada (and Europe), your nearest neighbour is now officially a Friend and Ally of Putin and Russia!\nThis is the Real Donald Trump we are now seeing. \nHe's been deeply involved …
Better get used to it Canada (and Europe), your nearest neighbour is now officially a Friend and Ally of Putin and Russia!\nThis is the Real Donald Trump we are now seeing. \nHe's been deeply involved with them for Decades, maybe now we need to know why?
Expresses alarm about geopolitical threat (Trump-Putin alliance) and warns Canada and Europe of danger, with comparative framing to other nations.
@geoffreywinfield7980
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
TRump can't take over Canada as a state . He is Hitler I see .America will be great again huh ? The game started .
TRump can't take over Canada as a state . He is Hitler I see .America will be great again huh ? The game started .
Expresses anxiety about US takeover of Canada and compares Trump to Hitler, invoking threat and danger.
@ShashVimi
Mar 4, 2025
Oh great, now Canada hates us. We're f*cked.
Oh great, now Canada hates us. We're f*cked.
Expresses anxiety that Canada now dislikes Americans, framing it as a threat to US interests.
@katesingleton1313
Mar 4, 2025
Trump wants to OWN us.\nHe wants to OWN the United States.
Trump wants to OWN us.\nHe wants to OWN the United States.
Expresses concern about Trump's intentions to dominate/control, framing him as a threat.
Fear / Threat
0.80
@jorogers3455
Mar 4, 2025
We don’t want this! Preach. God help us
We don’t want this! Preach. God help us
Expresses opposition and anxiety about immigration policy with an appeal to divine intervention.
@oliviarehs5781
Mar 4, 2025
It's about bullying and control. Trump wants to side with Putin. Maga you better wake up because Trump and Musk DONT CARE ABOUT US.
It's about bullying and control. Trump wants to side with Putin. Maga you better wake up because Trump and Musk DONT CARE ABOUT US.
Expresses alarm about Trump's intentions (bullying, control, alignment with Putin) and warns supporters of danger.
@diannelake969
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
DO NOT GET RID OF MY INTERNET ( starlink )!!! not unless you have a better alternative for me to have high-speed Internet. \nTrump is trying to set himself up and America so that they …
DO NOT GET RID OF MY INTERNET ( starlink )!!! not unless you have a better alternative for me to have high-speed Internet. \nTrump is trying to set himself up and America so that they are truly the only superpower of the world that needs nobody and no connection to any other country and they dictate everything across the globe. \nThat I suppose is one way of trying to do things, but it’s going to alienate the United States from the majority of the world, and will bring China closer to everyone else. And most obvious is these lining everything up for a civil war
Expresses anxiety about losing internet access and warns of geopolitical consequences including civil war and global alienation from US isolationism.
@Corey-y4p
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
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)