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
Looks like another north korea has formed, sorry canada
Looks like another north korea has formed, sorry canada
Compares Canada's situation to North Korea, expressing alarm about authoritarian governance and national decline.
@javiercastillo1186
Mar 4, 2025
USA is going to end up like Russia.
USA is going to end up like Russia.
Predicts catastrophic decline of the US by comparing it to Russia, expressing alarm about the trajectory of American governance under current leadership.
@michaelkavanagh5947
Mar 4, 2025
Americans need to get used to life in russia...its their future ???
Americans need to get used to life in russia...its their future ???
Expresses alarm about America's future trajectory by comparing it to Russia, using dark humor to convey existential concern.
@WarpMotor
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
Wow, Putin must be gleefully rubbing his little slimy hands now. Divide and conquer.
Wow, Putin must be gleefully rubbing his little slimy hands now. Divide and conquer.
Expresses geopolitical anxiety and division concerns, framed as an unsubstantiated threat narrative about foreign manipulation.
@il42
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
I so hope whoever replaces Trudeau will follow his lead in this movement. Trump doesn't want to lead America, he wants to dictate it. And he wants to take over Canada in the process.
I so hope whoever replaces Trudeau will follow his lead in this movement. Trump doesn't want to lead America, he wants to dictate it. And he wants to take over Canada in the process.
Expresses anxiety about Trump's intentions to 'dictate' and 'take over Canada,' framing him as a threat to Canadian sovereignty.
@decsister
Mar 4, 2025
This is Great...Maybe the Naive MAGA Cult Clowns will finally see that they got Conned and Scammed by Donnie Stump and Elon. \n\nDonnie, Elon and all the Rich will get richer and All Americans will …
This is Great...Maybe the Naive MAGA Cult Clowns will finally see that they got Conned and Scammed by Donnie Stump and Elon. \n\nDonnie, Elon and all the Rich will get richer and All Americans will suffer and get poorer. \nThe good thing is the MAGA Cult Clowns Red states will get hit the hardest. \n\nPrepare for the next Great Depression...\n\nHigher prices, Loss of jobs and suffering...while Donnie Stump and the Corporations make Billions and Billions...
Expresses alarm about economic collapse, job loss, and suffering while criticizing political opponents.
@rgrapplerinoc2617
Mar 4, 2025
American wake up, look at what our government is doing to the people. This is scary America! God Bless America! I agree with Canadian Prime Minister.
American wake up, look at what our government is doing to the people. This is scary America! God Bless America! I agree with Canadian Prime Minister.
Commenter expresses fear about government actions and describes the situation as 'scary,' while comparing favorably to Canada.
@debbieanderson7837
Mar 4, 2025
I’m embarrassed to be an American. I have no president! There is a dictator in action now and he will destroy our country. Mental illness is obvious!
I’m embarrassed to be an American. I have no president! There is a dictator in action now and he will destroy our country. Mental illness is obvious!
First-person expression of shame and alarm about authoritarian governance and national destruction, framed as an existential threat.
@carolfeligno1596
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
As a Canadian, here's my biggest concern. The whole border thing was nothing more than a ruse. Trump has cozied up to Putin ... basically, he's Putin's poodle. He's tossed Ukraine to the wolves. (Though, …
As a Canadian, here's my biggest concern. The whole border thing was nothing more than a ruse. Trump has cozied up to Putin ... basically, he's Putin's poodle. He's tossed Ukraine to the wolves. (Though, I think Europe and Canada will increase their efforts to help Ukraine.) My fear is Trump will find some way to justify sending American troops into Canada to simply seize the resources he wants but is unwilling to trade for.
Canadian commenter expresses security concerns about potential U.S. military intervention and resource seizure, framed as personal worry.
@DerekBly57
Mar 4, 2025
Trump will ruin the USA. He loves Russia.
Trump will ruin the USA. He loves Russia.
Expresses alarm about Trump's leadership and alleged foreign allegiances as a threat to the USA.
Fear / Threat
0.80
@Ray-t2e5j
Mar 4, 2025
Trump wants to be a dictator. He needs to distance himself from allies and crash his countries economy so he can declare Marshall law and end all future elections and opposition. The Robber Barons will …
Trump wants to be a dictator. He needs to distance himself from allies and crash his countries economy so he can declare Marshall law and end all future elections and opposition. The Robber Barons will buy everything of value for next to nothing and most of the U.S. will be slaves .
Conspiracy-theory framing of Trump's intentions as authoritarian power-grab leading to economic collapse and enslavement.
@rolandwalter5849
Mar 4, 2025
Trump wants to start world War three
Trump wants to start world War three
Expresses alarmist concern about Trump starting a war, framing him as a threat to global security.
@steveg1833
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
One single man, causing all this chaos that will probably ruin millions of lives.....power is a dangerous thing.
One single man, causing all this chaos that will probably ruin millions of lives.....power is a dangerous thing.
Expresses alarm about the dangerous consequences of one person's power, emphasizing potential harm to millions.
@ejgomes8311
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)