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
Canada stand strong. Do trade with Ukraine. F**k Trump!
Canada stand strong. Do trade with Ukraine. F**k Trump!
Urges Canada to take specific trade action with Ukraine and expresses opposition to Trump, combining exhortation with political stance.
@ronademmy7757
Mar 4, 2025
Trudeau it is not the American people, it is Trump. We need to boycott Trump and Musk.
Trudeau it is not the American people, it is Trump. We need to boycott Trump and Musk.
Urges boycott of Trump and Musk while distinguishing between American people and leadership.
@EdwinFox-y3g
Mar 4, 2025
Congratulations to all the moral high ground voters watching this and pretending like you aren’t responsible. How’s that feel? You didn’t vote.. bc .. oh yea! No real reason that made sense against letting a …
Congratulations to all the moral high ground voters watching this and pretending like you aren’t responsible. How’s that feel? You didn’t vote.. bc .. oh yea! No real reason that made sense against letting a dictator come into power. AGAIN.\n\nTo you, dummies, this is on you.
Urges non-voters to take responsibility and implicitly calls for political engagement while making moral arguments about accountability.
@SukunaAvi
Mar 4, 2025
American here who is MAD AS HELL at dirty, filthy trump!! Hit the switch, Canada! TURN OFF THE POWER. BOYCOTT ALL AMERICAN PRODUCTS. JACK UP THE TARRIFS. Economic pain is, unfortunately, all that the average …
American here who is MAD AS HELL at dirty, filthy trump!! Hit the switch, Canada! TURN OFF THE POWER. BOYCOTT ALL AMERICAN PRODUCTS. JACK UP THE TARRIFS. Economic pain is, unfortunately, all that the average dumbed-downed MAGA Americans understand.
American commenter urging Canada to take aggressive economic action (tariffs, boycotts, power cutoffs) against the US.
@walterscott2286
Mar 4, 2025
Sir do you while we do us!Stop crying to the American people and do what you must do for the people of your country.
Sir do you while we do us!Stop crying to the American people and do what you must do for the people of your country.
Urges the leader to focus on domestic priorities rather than appealing to Americans, with implicit criticism of current approach.
@georgemaple3433
Mar 4, 2025
The traitorous Trump administration needs to be removed from power asap.
The traitorous Trump administration needs to be removed from power asap.
Calls for removal of Trump administration from power, framed as a moral imperative against perceived betrayal.
@constantinusferreus4221
Mar 4, 2025
Yeah! Thanks to the idiot in the White House. He is a traidor! Vote him OUT ?
Yeah! Thanks to the idiot in the White House. He is a traidor! Vote him OUT ?
Explicitly urges voting out the president while criticizing his competence, with voting being the primary actionable demand.
@bernardosolis6157
Mar 4, 2025
Trump should be impeached for failing to act in the best interest of America. How long will we wait? Will we wait until we have bread lines and gas lines? Or maybe we will wait …
Trump should be impeached for failing to act in the best interest of America. How long will we wait? Will we wait until we have bread lines and gas lines? Or maybe we will wait until there is a total economic collapse.
Calls for impeachment as a specific action while critiquing Trump's failure to serve national interests and warning of economic consequences.
@reginaldberry1188
Mar 4, 2025
Trudeau resign you little monkey !!!!
Trudeau resign you little monkey !!!!
Directly urges a political figure to resign, though expressed with inflammatory language.
Call to Action
0.80
@robertskeates51
Mar 4, 2025
I'm Canadian. You need to stop the gutting of your federal by Trump. He is a bankrupt billionare and he is going to drag you all down with him. We will be fine we can …
I'm Canadian. You need to stop the gutting of your federal by Trump. He is a bankrupt billionare and he is going to drag you all down with him. We will be fine we can trade with anyone in the world Its not a matter of higher prices at this point we won't deal with you at all under these conditions Donald Trump is a russian asset and you need to get rid of him as fast as possible
Urges Americans to remove Trump while asserting Canada's independence and moral superiority, combining exhortation with comparative framing.
@deejayy3421
Mar 4, 2025
This is both heart breaking and infuriating! Hey hey, ho ho, Trump needs to *GO!*
This is both heart breaking and infuriating! Hey hey, ho ho, Trump needs to *GO!*
Expresses emotional response and explicitly calls for Trump's removal through protest-style chant.
@justmyopinion2
Mar 4, 2025
From England admiring Canadas response.This is a time for the UK , Europe , Canada ,Mexico etc to free themselves as much as possible from the US and build stronger ties economically , militarily and …
From England admiring Canadas response.This is a time for the UK , Europe , Canada ,Mexico etc to free themselves as much as possible from the US and build stronger ties economically , militarily and diplomatically until this administration is long gone
Urges multiple nations to strengthen ties and reduce US dependence while comparing geopolitical positions.
@AndrewLawrence-s5q
Mar 4, 2025
Feel like I am in a nightmare, anyone please in the republican side of the senate or congress, stop this stupidity
Feel like I am in a nightmare, anyone please in the republican side of the senate or congress, stop this stupidity
Urges Republican politicians to stop perceived problems, framed as a nightmare scenario expressing political anxiety.
@ovidosanchez2931
Mar 4, 2025
Can you please impeach this fool you call a President!!!!! Can't you see what he is doing to your country, and you know that Putin has to have some dirt on Trump!!!!!!!!!!!!!!!!!!!! Wake up America!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Can you please impeach this fool you call a President!!!!! Can't you see what he is doing to your country, and you know that Putin has to have some dirt on Trump!!!!!!!!!!!!!!!!!!!! Wake up America!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
Urgent call for impeachment with unsubstantiated claim about Putin having dirt on Trump, demanding Americans 'wake up.'
@TennyMckenzie
Mar 4, 2025
This is ridiculous Trump is turning the United States into a communist regime Americans need to stand with our allies we need them to be strong we do not need to be aligned with Russia …
This is ridiculous Trump is turning the United States into a communist regime Americans need to stand with our allies we need them to be strong we do not need to be aligned with Russia !! Americans need Stand up against what Trump is doing
Commenter urges Americans to stand against Trump's policies and align with allies, framed as a moral imperative.
@bmxboyzac
Mar 4, 2025
Real Americans will always stand with our allies. We are heartbroken, and it’s time for our people to fight. We will never support this current administration ??
Real Americans will always stand with our allies. We are heartbroken, and it’s time for our people to fight. We will never support this current administration ??
American asserts identity as 'real American' and calls for resistance against current administration.
@Moonswimmerdesign
Mar 4, 2025
Remove your tariffs on USA goods, Mr. Trudeau, please ? it would be a good start
Remove your tariffs on USA goods, Mr. Trudeau, please ? it would be a good start
Directly urges PM Trudeau to remove tariffs, framed as a specific policy action request.
@AlexDrohobyczer
Mar 4, 2025
THATS RIGHT STAND-UP TO THE BULLIES AND TRAITORS ??
THATS RIGHT STAND-UP TO THE BULLIES AND TRAITORS ??
Urges resistance against perceived adversaries ('bullies and traitors'), combining exhortation with us-vs-them framing.
@mfieldssogood
Mar 4, 2025
Well 25% tariffs from Mexico and 25 % from Canada, You Americans, for your own good and for democracy better impeach your president and his people.
Well 25% tariffs from Mexico and 25 % from Canada, You Americans, for your own good and for democracy better impeach your president and his people.
Cites tariff impacts as economic harm and urges Americans to impeach their president as a remedy.
@carlosvazquez8399
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
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)