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
Sorry Canada, many Americans are embarrassed and pissed off by Trump's inane traitorous, harmful agenda, stand firm against Trump, Musk, MagaMuskRats, the billionaire class, all the spineless cowardly GOP politicians in Congress and the POS …
Sorry Canada, many Americans are embarrassed and pissed off by Trump's inane traitorous, harmful agenda, stand firm against Trump, Musk, MagaMuskRats, the billionaire class, all the spineless cowardly GOP politicians in Congress and the POS quiet corporate Dems. We need more like Raskin, Crockett and AOC and fewer establishment Dems like Schumer and Jeffries. Always vote Progressive Blue and RESIST, PROTEST, BOYCOTT, REBEL, DEMONSTRATE!
Expresses support for Canada while explicitly urging action through voting, protesting, boycotting, and demonstrating against Trump and certain politicians.
@RichardFlah
Mar 4, 2025
To all Americans here supporting Canada thank you. However telling us you are sorry or that you support us isnt enough. Turn your words into actions. Call your house reps and senators and tell them …
To all Americans here supporting Canada thank you. However telling us you are sorry or that you support us isnt enough. Turn your words into actions. Call your house reps and senators and tell them you dont want these tariffs.
Explicitly urges Americans to contact representatives and take concrete political action against tariffs while expressing solidarity with Canada.
@SPAMMAN123456789
Mar 4, 2025
Americans!!! Please stop Trump!!! He is out of control.
Americans!!! Please stop Trump!!! He is out of control.
Urges Americans to take action against Trump while framing him as a threat, combining mobilization with alarmism.
@paolomassarelli4615
Mar 4, 2025
Stop all this crying and fix the border, close down all the industrial level drug labs littered all over Canada and close the Chinese police stations
Stop all this crying and fix the border, close down all the industrial level drug labs littered all over Canada and close the Chinese police stations
Demands specific government actions (close border, shut down drug labs, close police stations) framed as urgent directives.
@therealbenjaminfranklin
Mar 4, 2025
You get my vote Mr. Trudeau ?
You get my vote Mr. Trudeau ?
Direct statement of voting support for Trudeau, urging political action.
Call to Action
0.85
@jasbirkapoor
Mar 4, 2025
Trump must Go!! Impeachment is now !!!!
Trump must Go!! Impeachment is now !!!!
Directly urges impeachment action against Trump with emphatic language.
Call to Action
0.85
@chrisa.8175
Mar 4, 2025
100% tariffs and higher or ban all American products....we stand with canada....FDT AND ALL MAGA
100% tariffs and higher or ban all American products....we stand with canada....FDT AND ALL MAGA
Urges tariffs and boycotts of American products while asserting solidarity with Canada against Trump/MAGA.
@jamesmyers4133
Mar 4, 2025
when will this guy step down? let the new leadership bargain with Trump
when will this guy step down? let the new leadership bargain with Trump
Urges leadership change as a response to the current situation, combining a call for action with implicit criticism of current policy handling.
@yuyikming
Mar 4, 2025
I am an American. I am ashamed and angered at Trump. IMPEACH HIM
I am an American. I am ashamed and angered at Trump. IMPEACH HIM
American commenter expresses shame about Trump and explicitly calls for impeachment as a specific political action.
@MM-cs2ik
Mar 4, 2025
Defund cnn.
Defund cnn.
Direct imperative urging action against a media organization, though brief and off-topic to immigration.
Call to Action
0.85
@EvieTighti3
Mar 4, 2025
Nobody is talking about Donalds serious and extremely dangerous,progressive mental illness! Everything he is doing is symptomatic of this severe illness,yet he is treated with such respect by those,including the media,who are aware of his …
Nobody is talking about Donalds serious and extremely dangerous,progressive mental illness! Everything he is doing is symptomatic of this severe illness,yet he is treated with such respect by those,including the media,who are aware of his deteriorating condition... He SHOULD NOT be trusted with our nuclear codes!!! Remove him from office before it is too late!!!
Commenter makes a moral argument about unfitness for office but primarily urges removal from power, framed as urgent action needed.
@BLUEWATERTOO
Mar 4, 2025
The world must join forces together. Side with Canada now and impose tariff on USA
The world must join forces together. Side with Canada now and impose tariff on USA
Explicitly calls for international coalition-building and tariff action against the USA in support of Canada.
@petje2435
Mar 4, 2025
Time to double down and raise to 75%
Time to double down and raise to 75%
Urges escalation of a specific policy measure (raising to 75%), likely referring to tariffs or immigration restrictions.
Call to Action
0.85
@DustyBrown-u1n
Mar 4, 2025
Lets make a Nato of our own, with trade freedom and mutual defense, without the usa
Lets make a Nato of our own, with trade freedom and mutual defense, without the usa
Proposes creating an alternative NATO-like alliance excluding the USA, framing it as a call to action for geopolitical reorganization.
@SmellyFatCock
Mar 4, 2025
Canada you are not friends. You need to step down Trudeau.
Canada you are not friends. You need to step down Trudeau.
Directly urges Trudeau to step down while critiquing his leadership.
@kingsecho3351
Mar 4, 2025
Go home Trudeau
Go home Trudeau
Direct imperative urging Trudeau to leave office, functioning as a political demand.
Call to Action
0.85
@derkommissar4986
Mar 4, 2025
The president should be removed when it's hurting the country. Dear Senate and Congress, do your job,you're working for the people, not the president.
The president should be removed when it's hurting the country. Dear Senate and Congress, do your job,you're working for the people, not the president.
Urges Senate and Congress to remove the president and fulfill their duty to the people.
@Monika-mh2je
Mar 4, 2025
As an American, please continue to press. They are not listening to us
As an American, please continue to press. They are not listening to us
Commenter urges continued pressure on leadership while asserting American identity and solidarity with the cause.
@meredithgood4203
Mar 4, 2025
A world boycott is needed against trump's crew
A world boycott is needed against trump's crew
Directly urges collective action through boycott against Trump administration.
Call to Action
0.85
@themcgeachys
Mar 4, 2025
Trump needs to be removed ASAP.
Trump needs to be removed ASAP.
Direct urgent call for removal of Trump from office.
Call to Action
0.85
@mikael8276
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)