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
Search & Filter
Fear / Threat
3,873 comments
If it isn't already clear, the fox is in charge of the hen house! All the chickens and eggs are his, along with the hen house itself. This fox has zero interest in anything outside …
If it isn't already clear, the fox is in charge of the hen house! All the chickens and eggs are his, along with the hen house itself. This fox has zero interest in anything outside of that hen house. The old fox doesn't care if the world burns down around his house because he is a psychopath with zero empathy. This old fox makes Hitler look like a good guy. And dork MAGA, well he's even worse, cos he wants to make the whole world his hen house.
Uses extended metaphor to express deep concern about political leadership as dangerous and psychopathic, framing it as an existential threat.
@batfink274
Mar 4, 2025
tRump is the ultimate dicktator. I do mean dick. He's not doing this because of fentanyl or even free and fair trade. He's doing this because he wants control of Canada, Greenland, Panama, and Mexico …
tRump is the ultimate dicktator. I do mean dick. He's not doing this because of fentanyl or even free and fair trade. He's doing this because he wants control of Canada, Greenland, Panama, and Mexico because he wan't to brag to his buddies Putin and Xi Ping.
Expresses alarm about Trump's territorial ambitions and alleged authoritarian motives, with unsubstantiated claims about his intentions.
@martinstepanek9252
Mar 4, 2025
The Tump/Putin cult will destroy America and a stable world in order to create an oligarchic world order.
The Tump/Putin cult will destroy America and a stable world in order to create an oligarchic world order.
Expression of existential threat from Trump/Putin alliance leading to oligarchic world order and global instability.
@8754sspy
Mar 4, 2025
Trump wants to close the borders and wants to turn the United States into a Russian model of WWII Germany to control everything and turn us into a Russia like nation. That is what I …
Trump wants to close the borders and wants to turn the United States into a Russian model of WWII Germany to control everything and turn us into a Russia like nation. That is what I See.
Expresses alarm about Trump's authoritarian intentions by comparing his policies to WWII Germany and Russia, framing them as existential threats.
@PabloLTorres
Mar 4, 2025
One more great day for Putin!
One more great day for Putin!
Expresses geopolitical anxiety by framing the situation as benefiting an adversary (Putin), invoking security threat narrative.
@JoseLuisHenriques-op9pn
Mar 4, 2025
This is exactly what Trump wants to destroy America!!!! to bring on techtocracy or maybe just to make his allies in Russia happy.. It's either that or he is the dumbest president in American history... …
This is exactly what Trump wants to destroy America!!!! to bring on techtocracy or maybe just to make his allies in Russia happy.. It's either that or he is the dumbest president in American history... I've never understood why anybody thought that he gave a damn about anybody but himself or was capable of doing anything that would benefit the American people. But here we are.. there was voter suppression at the very least. It's hard to know what to believe about all that. But I do know many people regardless voted for him. 30% did not vote. Which I do understand. As there is a genocide happening.. but at this point, I have to believe that even amongst the majority of his supporters he is not supported by the majority, major majority of the United States. The republican Congress has shown their true colors of being anti-constitutional . But they are redeemable. Do the right thing if you are in government if you have any power at all, stand up. And for the rest of us, Americans including the ones that voted for Trump let your voices be heard. Before we become something similar to Russia. And I go to prison for this comment.
Expresses alarm about Trump destroying America, references authoritarianism and Russia, and urges political action and voice.
@seanmartinflix
Mar 4, 2025
Greenland borders Canada. Greenland is a part of the Danish realm. Chump the TRAITOR has started a fight with Denmark. \nThis path makes the US vulnerable to attack if communications are broken with our allies.
Greenland borders Canada. Greenland is a part of the Danish realm. Chump the TRAITOR has started a fight with Denmark. \nThis path makes the US vulnerable to attack if communications are broken with our allies.
Expresses security concerns about geopolitical vulnerability and damaged alliances due to Trump's actions.
@ceciliajones7816
Mar 4, 2025
I truly believe they are trying to cause the biggest downfall in American History! Sure looks like for a man to have brains can have shit for brains...
I truly believe they are trying to cause the biggest downfall in American History! Sure looks like for a man to have brains can have shit for brains...
Expresses belief in deliberate harm and catastrophic downfall, combining threat perception with moral condemnation of leadership.
@anthonyhickman6391
Mar 4, 2025
USA stole Mexico’s ?? territory now Trump wants to steal Canada ?? territory! \nAnd Trump probably will give Alaska back to Russia Putin ??
USA stole Mexico’s ?? territory now Trump wants to steal Canada ?? territory! \nAnd Trump probably will give Alaska back to Russia Putin ??
Expresses alarm about territorial threats from the USA and makes unsubstantiated claims about Trump's intentions.
@LeeK85
Mar 4, 2025
Orange chimp wants to make it his vassal state. Whichever way that croaks dies will be too good for him
Orange chimp wants to make it his vassal state. Whichever way that croaks dies will be too good for him
Expresses alarm about US intentions to dominate Canada, framing the situation as a threat to Canadian sovereignty.
@dudemond3348
Mar 4, 2025
Trump said he is going to fight back even stronger…this is really scary…thanks Justin you have been a great Prime zminister during very difficult times..GodBless
Trump said he is going to fight back even stronger…this is really scary…thanks Justin you have been a great Prime zminister during very difficult times..GodBless
Expresses fear about escalating conflict and thanks PM for managing difficult times, combining anxiety with support.
@nicolehartrell969
Mar 4, 2025
The American people voted for a fascist. Thanks a lot. The winner is Putin. Are you happy now!
The American people voted for a fascist. Thanks a lot. The winner is Putin. Are you happy now!
Expresses alarm about fascism and geopolitical consequences (Putin winning), with comparative framing of American vs. other interests.
@HettiedeKorteDiplomaat
Mar 4, 2025
Trump is taking us to the bottom of the pit
Trump is taking us to the bottom of the pit
Expresses alarm about Trump's leadership leading to national decline, framing it as an existential threat.
@mariselakatsapis430
Mar 4, 2025
Putin wants to ruin us and Trump is his puppet. Stop Trump. Stop Musk.
Putin wants to ruin us and Trump is his puppet. Stop Trump. Stop Musk.
Expresses security/threat concerns about foreign interference and calls for stopping political figures, rooted in perceived danger.
@susanledoux5237
Mar 4, 2025
From Denmark: You asked for it, and you're going to regret it bitterly.
From Denmark: You asked for it, and you're going to regret it bitterly.
International perspective warning of negative consequences for Canada, expressing concern about future regret and hardship.
@larsHenkel
Mar 4, 2025
Canada and Mexico should not lift these tariffs until the Trump administration ends. Trump will not stop this bullshit until he gets to annex Canada.
Canada and Mexico should not lift these tariffs until the Trump administration ends. Trump will not stop this bullshit until he gets to annex Canada.
Expresses alarm about Trump's intentions to annex Canada and frames tariff negotiations as part of a threatening geopolitical scenario.
@Jaymadhat2002
Mar 4, 2025
Nero is back in office and the burning of roam has begun. Tarriffs & DOGE. Eggs at over $1.00/each and avocados at $2.00/each. Fruits & vegatables will soon double and triple as the stock market …
Nero is back in office and the burning of roam has begun. Tarriffs & DOGE. Eggs at over $1.00/each and avocados at $2.00/each. Fruits & vegatables will soon double and triple as the stock market will be driven into the ground like 2019-2020.
Expresses alarm about economic consequences (tariffs, inflation, market collapse) using apocalyptic historical metaphor.
@mlqdinh
Mar 4, 2025
Then keep the illegal immigrants and drugs out of our country!
Then keep the illegal immigrants and drugs out of our country!
Expresses security and drug-related concerns about Canada's border control, framing immigration as a threat.
@LostHope84
Mar 4, 2025
??keep Trump out of Canada for G7 meeting he will bring his Russian agenda.....people protest Trudeau said he is still welcome... NO !!Stop sucking enemy toes
??keep Trump out of Canada for G7 meeting he will bring his Russian agenda.....people protest Trudeau said he is still welcome... NO !!Stop sucking enemy toes
Expresses security concerns about Trump's alleged Russian ties and urges Canada to exclude him, framing him as a threat.
@carlasamuels479
Mar 4, 2025
As a strong supporter of Western values: United States, what the hell is going on? This seems so crazy.
As a strong supporter of Western values: United States, what the hell is going on? This seems so crazy.
Expresses alarm and concern about geopolitical instability while asserting Western values alignment.
@edmaximum
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)
|
14-category DH taxonomy
|
Search
|
Discourse Quality (Perspective API)