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
This is the what Trump and his voters has brought on America and it is likely to get worse. So MAGA Trump supporters is this what you want, is this what you voted for, now …
This is the what Trump and his voters has brought on America and it is likely to get worse. So MAGA Trump supporters is this what you want, is this what you voted for, now you know what you should have known before you voted for Russian’s puppet.
Expresses alarm about negative consequences from Trump's election and supporters, framing it as a threat to the nation.
@ALavin-en1kr
Mar 4, 2025
With no allies we are very weak, Putin must be very pleased
With no allies we are very weak, Putin must be very pleased
Expresses security anxiety about losing allies and implies geopolitical vulnerability that benefits adversaries like Putin.
@joelkalt126
Mar 4, 2025
US sucidal move as a nation has just begun
US sucidal move as a nation has just begun
Expresses alarm about the US as a nation engaging in self-destructive behavior, framing national policy as an existential threat.
Fear / Threat
0.85
@fajardwi3602
Mar 4, 2025
We are trapped in a crazy dystopian government. That is insane !
We are trapped in a crazy dystopian government. That is insane !
Expresses alarm about government as 'crazy dystopian' with existential concern.
Fear / Threat
0.85
@barbaratrenta
Mar 4, 2025
A move to weaken neighboring states, is a pretext for the occupation of Canada and Mexico. So rusia occupies Europe, china Asia and Africa, and US occupied N and S Americas
A move to weaken neighboring states, is a pretext for the occupation of Canada and Mexico. So rusia occupies Europe, china Asia and Africa, and US occupied N and S Americas
Expresses alarm about geopolitical threats and potential occupation, comparing global power dynamics with apocalyptic framing.
@Proportion5
Mar 4, 2025
This means war boys
This means war boys
Expresses escalation anxiety through military conflict language in response to trade tensions.
Fear / Threat
0.85
@n8ibz1
Mar 4, 2025
If I had the means, I'd take my family and go there before it's too late. What an unimaginable nightmare.
If I had the means, I'd take my family and go there before it's too late. What an unimaginable nightmare.
Commenter expresses desire to emigrate due to perceived crisis, conveying anxiety about their country's future.
@kymomandstuff
Mar 4, 2025
USA and Russia are going to invade Canada
USA and Russia are going to invade Canada
Expresses alarm about military invasion threat from two major powers without evidence, combining fear and unsubstantiated claim.
@Cory-n9j
Mar 4, 2025
TRUMP SELLING OUR COUNTRY OUT!!!?
TRUMP SELLING OUR COUNTRY OUT!!!?
Expresses alarm about Trump's actions threatening national interests, using urgent capitalization and exclamation marks.
@Warren-o3y
Mar 4, 2025
Before the US election, any concern about Trump's radical proposals was dismissed as falling for his hyperbole or over-reaction, that Trump was just babbling and didn't actually mean half of what he said on any …
Before the US election, any concern about Trump's radical proposals was dismissed as falling for his hyperbole or over-reaction, that Trump was just babbling and didn't actually mean half of what he said on any given day. And this was the argument from those trying to defend his campaign. now, watching him deliver on one whackadoo plan after another.. so freaking depressing. The only bright star I have found is that there are still functioning democracies around the world. Never thought I would become a refugee of a totalitarian state. That is now in the realm of possible futures.
Expresses anxiety about totalitarianism and personal concern about becoming a refugee, framing Trump as a systemic threat.
@DodgyBagehot
Mar 4, 2025
I’m so ashamed of our country. This is going to cause global economy collapse. This is going to hurt everyone, and country, and corporations. Trump knows what he’s doing. He’s working with Putin to cause …
I’m so ashamed of our country. This is going to cause global economy collapse. This is going to hurt everyone, and country, and corporations. Trump knows what he’s doing. He’s working with Putin to cause this- global plutocracy. Thank you for speaking truth to power. Maybe now, it will sink in to people. We pay, not ??. They are force to put tariffs on their goods, who do you think pays? This is ?, peanut butter, Aluminum foil, etc. I suggest start stocking up. In about two weeks increased prices will hit the shelves.
Expresses alarm about economic collapse and price increases while making unsubstantiated claims about Trump-Putin conspiracy and tariff impacts.
@susancurtis3201
Mar 4, 2025
I think the majority of us here in America, agree with you! Can I move to your country? I don't want to stay here. I am truly afraid for my brown skinned children!
I think the majority of us here in America, agree with you! Can I move to your country? I don't want to stay here. I am truly afraid for my brown skinned children!
Expresses fear for children's safety and seeks to relocate, combining personal narrative with anxiety about threat.
@juliemonteleone7172
Mar 4, 2025
Now I know how decent Germans felt when the Nazis took over, only in the USA it's MAGA. This is humiliating to watch. And it is over. Trump will never allow another election that's not …
Now I know how decent Germans felt when the Nazis took over, only in the USA it's MAGA. This is humiliating to watch. And it is over. Trump will never allow another election that's not rigged. Trump controls ALL the enforcement agencies in the US government, he's put traitorous dirtbags in charge of all of them, and he's purged or is purging anyone who opposes him. It's already over. IF the Democrats win the next mid-terms, they will be POWERLESS to do anything. The USA is now under control of Putin/MAGA.
Expresses existential alarm about democratic collapse, authoritarianism, and loss of electoral integrity, with unsubstantiated claims about rigged elections and foreign control.
@stevematthews4489
Mar 4, 2025
Are you people stupid. Canada will fail in 12 months. Hence the reason he said they can send us into economic ruin.. when the hell is the last time you bought a product from Canada? …
Are you people stupid. Canada will fail in 12 months. Hence the reason he said they can send us into economic ruin.. when the hell is the last time you bought a product from Canada? exactly
Expresses alarm about Canada's economic collapse and failure, framed as an existential threat, combined with economic concerns about Canadian product competitiveness.
@johnmazzatelli2051
Mar 4, 2025
He's destroying our country!
He's destroying our country!
Expresses alarm about national destruction without specific policy details, combining existential threat language with implicit criticism of leadership.
@angmarti64
Mar 4, 2025
I still can't believe that the cradle of democracy is turning into a dictatorship.
I still can't believe that the cradle of democracy is turning into a dictatorship.
Expresses alarm about democratic decline and authoritarian threat, using alarmist language about systemic danger.
@chrispaschke240
Mar 4, 2025
Trumps lost his mind and has to go.
Trumps lost his mind and has to go.
Expresses concern about Trump's mental state and calls for his removal, framing him as a threat.
Fear / Threat
0.85
@squashum778
Mar 4, 2025
We have joined the new Axis powers
We have joined the new Axis powers
Compares Canada to 'Axis powers,' invoking historical fascist imagery to express alarm about the country's political direction.
@4realGTFOH
Mar 4, 2025
Americans voted for America First. You’re about to get America Alone.
Americans voted for America First. You’re about to get America Alone.
Warns of negative consequences for America from isolationist policies, expressing concern about strategic isolation.
@niznoz8379
Mar 4, 2025
Trumpflation incoming. Trumpdepression incoming. WWIII incoming.
Trumpflation incoming. Trumpdepression incoming. WWIII incoming.
Expresses alarmist predictions about economic collapse and war without evidence, framing future events as inevitable threats.
@jimmylieb5225
Mar 4, 2025
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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)