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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Call to Action
2,768 comments
Boykottiert amerikanische waren macht in diesem drecks Land keinen Urlaub trinkt keinen Kentucky Whiskey sondern jägermeister. Aus Deutschland.
Boykottiert amerikanische waren macht in diesem drecks Land keinen Urlaub trinkt keinen Kentucky Whiskey sondern jägermeister. Aus Deutschland.
German commenter urging boycott of American goods and products as political action, with national identity assertion.
@Sonicht-r4i
Mar 4, 2025
Mr. Trudeau, like Mr. Zelinsky are strong caring smart men who are showing us as citizens of The United States what a weak dangerous bully narcissistic leadership we have! This will hurt us not only …
Mr. Trudeau, like Mr. Zelinsky are strong caring smart men who are showing us as citizens of The United States what a weak dangerous bully narcissistic leadership we have! This will hurt us not only with buying things, but alienating our country when there is a time of great need, like an, God forbid, attack!..People....WAKE UP before it's too late! Do you think putin isn't waiting for our country to become vulnerable??? so he can turn on us too!! WAKE UP
Compares leadership across countries while urgently calling citizens to action against perceived threats and weak leadership.
@mandyhajdusiewicz3384
Mar 4, 2025
Thanks trump for putting us into crap, remove trump asap
Thanks trump for putting us into crap, remove trump asap
Urges removal of a political figure while blaming them for negative conditions.
@elstiffmeister
Mar 4, 2025
BEAT IT TRUDEAU!!!\nWe are sick of subsidizing your \nA$$ES!!!
BEAT IT TRUDEAU!!!\nWe are sick of subsidizing your \nA$$ES!!!
Demands Trudeau's departure and frames it as economic burden ('subsidizing'); combines dismissal with economic grievance.
@FireBladeRR-RSP
Mar 4, 2025
How about imposing VISA requirement to travel through Canada to get from USA and Alaska. You might sudddenly remember who your friends are suddenly
How about imposing VISA requirement to travel through Canada to get from USA and Alaska. You might sudddenly remember who your friends are suddenly
Comment proposes a specific policy action (VISA requirements) as leverage, framing it as a way to remind Canada of U.S.-Canada alliance bonds.
@craig2795
Mar 4, 2025
It is vital to create a new organization for commerce that unites all the countries that are being threatened by Trump. Canada, Europe, Australia, Japan, New Zealand, UK, South Korea, and contries that are willing …
It is vital to create a new organization for commerce that unites all the countries that are being threatened by Trump. Canada, Europe, Australia, Japan, New Zealand, UK, South Korea, and contries that are willing to fight against trump tariffs. Working together is more than necessary to create a competitive and sustainable economic environment
Proposes forming a new international trade organization to counter Trump tariffs, combining economic reasoning with a call for collective action.
@kevinmartinez1477
Mar 4, 2025
Watch the weasel try to squirm out of this one. Nope. Go Trump! Balance the budget. Pay down the debt, and make Americans wealthy and strong (by producing local) again!
Watch the weasel try to squirm out of this one. Nope. Go Trump! Balance the budget. Pay down the debt, and make Americans wealthy and strong (by producing local) again!
Expresses support for Trump with implicit calls to action (balance budget, strengthen economy) framed as policy goals.
@stephenmwick
Mar 4, 2025
Canada, ELBOWS UP! Do what you got do.
Canada, ELBOWS UP! Do what you got do.
Encourages Canada to take action with supportive, energetic language.
@tinak.5825
Mar 4, 2025
We don't want Trump. Help us get rid of him
We don't want Trump. Help us get rid of him
Urges action to remove Trump while appealing for Canadian assistance, combining political mobilization with solidarity framing.
@Joe-v2p6p
Mar 4, 2025
Fellow US Americans it’s time to stand up. We cannot allow the Oligarchy to succeed here. Many have been deceived into believing that these men had the US people in mind as they came to …
Fellow US Americans it’s time to stand up. We cannot allow the Oligarchy to succeed here. Many have been deceived into believing that these men had the US people in mind as they came to power and it has been greatly proven that all Trump and Musk care about is strong arm power to become something anti American. Donald Trump should be seen as the highest risk to our national security today. He wants to weaken our country not make it great, harming our allies opens us up as a target for our enemies. \n\nCanada, beautiful nation, the US American people are so sorry, you have done nothing to earn this treatment. Boycott US goods, use any power you have to fight back against wannabe dictator Trump. Ukrainians, we are so sorry. The greater US People do not want this and we do not want Trump. \n\nUS people, keep boycotting these oligarchs while they leisure, don’t let them rest in peace, they don’t deserve it. We are the ones who are paying while they vacation and dine on our dimes, stolen from us.
Primarily urges Americans and other nations to boycott and resist Trump, framed through moral arguments about national security and solidarity with allies.
@LoveAlexsandra
Mar 4, 2025
Dear Canada, most of America does not want this either! And we are stuck with poorly chosen leadership! And as Citezens of America, what can we do to put an end to this?
Dear Canada, most of America does not want this either! And we are stuck with poorly chosen leadership! And as Citezens of America, what can we do to put an end to this?
Expresses agreement with Canada's position while asking fellow Americans what action they can take against their leadership.
@samvigoren1197
Mar 4, 2025
Hey Trudeau girlie pants...here is your final chance to fight and stand up for Canadians..show some Balls and Don't Back Down.
Hey Trudeau girlie pants...here is your final chance to fight and stand up for Canadians..show some Balls and Don't Back Down.
Urges Trudeau to take decisive action for Canadians, using insulting language to pressure political leadership.
@chuckpage3393
Mar 4, 2025
the world should unite against trump
the world should unite against trump
Urges global unity against Trump, framed as a moral imperative and collective action.
@theredsamuraiAlbion
Mar 4, 2025
Fight trump not us
Fight trump not us
Urges unity against Trump rather than internal conflict, framing it as a call to collective action.
@calvinmilton9008
Mar 4, 2025
Next, Trudeau, demand the US stop the flow of guns north and south.
Next, Trudeau, demand the US stop the flow of guns north and south.
Urges Trudeau to take specific action (demand US gun control) in negotiations.
Call to Action
0.80
@SchoolforHackers
Mar 4, 2025
Dont wait 21 days hit them now, every trump voter voted for this. They all support putin/trump.
Dont wait 21 days hit them now, every trump voter voted for this. They all support putin/trump.
Urges immediate action against Trump voters and frames them as complicit with Putin, combining activism with blame.
@claireamos8613
Mar 4, 2025
Europeans who considered a holiday in the US, should go to Canada instead. Well done Canada.
Europeans who considered a holiday in the US, should go to Canada instead. Well done Canada.
Encourages Europeans to visit Canada instead of the US as a form of support for Canada's position.
@bcent5758
Mar 4, 2025
Why are we not seeing more push back from American citizens? You clearly gave the power to a gangster, who's in bed with Putin. Are you gonna fix your mess or not? \nFrom the outside …
Why are we not seeing more push back from American citizens? You clearly gave the power to a gangster, who's in bed with Putin. Are you gonna fix your mess or not? \nFrom the outside it seems that Bernie Sanders is the only one with a brain over there. The rest is just waiting for WW3 to unfold, and letting the billionaires run their country. \n\nYou're pathetic. Wake the f#** up please!
Urges American citizens to take action and 'wake up' while expressing fear about authoritarian governance and war, with moral condemnation.
@torbens8949
Mar 4, 2025
Im american citizen, Trudeau, pull the switch, turn the light off, teach Tramp a lesson
Im american citizen, Trudeau, pull the switch, turn the light off, teach Tramp a lesson
American citizen urging Trudeau to take retaliatory action against Trump, combining solidarity with Canada and explicit call for confrontation.
@AllaGamer-n3u
Mar 4, 2025
Canada should immediately shut down all electricity, minerals, building materials and oil exports to the USA. They have plenty of other customers worldwide. I'm American.
Canada should immediately shut down all electricity, minerals, building materials and oil exports to the USA. They have plenty of other customers worldwide. I'm American.
Commenter urges Canada to take specific economic action (halt exports) as leverage against the USA, framed as a strategic response.
@MADHIKER777
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)