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
I am from Alberta, Canada and would like to thank all the American people that have said that they stand with Canada. YOU CAN HELP. Call or write to your various levels of government and …
I am from Alberta, Canada and would like to thank all the American people that have said that they stand with Canada. YOU CAN HELP. Call or write to your various levels of government and let them know that this is wrong and will hurt everyone in the US and Canada. The sooner that the US government realizes this is a no win situation, the better for all of us. Also, thank you to everyone around the world for your support. I am Canadian, I am strong and free and I will fight for my country and for my family.
Personal account from Alberta resident urging Americans to contact government representatives and expressing Canadian identity and solidarity.
@taztaffie
Mar 4, 2025
Take Trump out now before it’s too late.
Take Trump out now before it’s too late.
Urges immediate action against Trump framed as a threat, combining calls for intervention with expressions of danger.
@frankbarbaro4363
Mar 4, 2025
Canada - join us in the EU!
Canada - join us in the EU!
Urges Canada to join the EU as alternative alliance, implicitly comparing institutional options and calling for geopolitical realignment.
@proudream
Mar 4, 2025
T-rump & his band of Nazi Fashist Oligarchs need to be deposed
T-rump & his band of Nazi Fashist Oligarchs need to be deposed
Calls for removal of political figures while using strong moral language characterizing them as fascists.
@oceansailorboy
Mar 4, 2025
It is time to chose, trump or the constitution.
It is time to chose, trump or the constitution.
Frames a binary choice between Trump and constitutional values, implicitly urging people to choose the latter.
@ski364
Mar 4, 2025
Following the imposition of tariffs on Mexico by the USA, I tell the President of Mexico that the message she is going to give on Sunday at the Zócalo should be given from the National …
Following the imposition of tariffs on Mexico by the USA, I tell the President of Mexico that the message she is going to give on Sunday at the Zócalo should be given from the National Palace and that she should put on the presidential sash. THAT IT SHOULD BE A NON-PARTISAN STATE DECISION! Because all Mexicans are in the same boat!
Directive to Mexico's president on how to respond to US tariffs, framing it as a non-partisan national issue requiring unified action.
@ANDARIEGO-c6z
Mar 4, 2025
Bravo, Canada. Close the border, implement double tariffs, and set a date of May 1 to cease ALL trade with the U.S.
Bravo, Canada. Close the border, implement double tariffs, and set a date of May 1 to cease ALL trade with the U.S.
Urges Canada to take specific aggressive economic actions (close border, tariffs, cease trade) against the U.S., framed as comparative national positioning.
@MichaelCRush
Mar 4, 2025
We don't want this either!!!\nTrump is destroying our democracy and needs to be impeached!!!
We don't want this either!!!\nTrump is destroying our democracy and needs to be impeached!!!
Expresses agreement with Canadian position while calling for Trump's impeachment, framing it as a democratic issue.
@mariacastro6742
Mar 4, 2025
Increase the price of oil exporting to US by 25%
Increase the price of oil exporting to US by 25%
Proposal for economic action (raising oil export prices) as a strategic response, combining economic reasoning with a directive to act.
@kinfgOfTheNorth
Mar 4, 2025
PM Justin, please come to America and run for president..........Please!!!!!!!!!!!
PM Justin, please come to America and run for president..........Please!!!!!!!!!!!
Urges Trudeau to run for U.S. president with emphatic punctuation; likely contains sarcastic or humorous intent but primarily functions as a call to action.
@hfeula
Mar 4, 2025
Worry about Canada bro. Americans are none of your business. Speak to our leader
Worry about Canada bro. Americans are none of your business. Speak to our leader
Urges Trudeau to focus on Canadian interests rather than US politics, asserting national priority and calling for leadership action.
@Feral_Ape
Mar 4, 2025
Canada and Mexico needs to collaborate and squeeze the USA. Sick of Trump already smdh
Canada and Mexico needs to collaborate and squeeze the USA. Sick of Trump already smdh
Urging Canada and Mexico to unite against the US in response to Trump, framing as strategic political action.
@Tammymalone9620
Mar 4, 2025
I want Justin Trudeau to stay a PM, he does not need to step down. We need him the most right now
I want Justin Trudeau to stay a PM, he does not need to step down. We need him the most right now
Urges Trudeau to remain as PM, implicitly opposing calls for his resignation during a critical period.
@jessicajeans7033
Mar 4, 2025
Trump and his thugs needs to go
Trump and his thugs needs to go
Calls for removal of Trump and his associates, implying action should be taken against them.
@georginachircop5625
Mar 4, 2025
Open it to Canada, US doesn’t matter anymore!
Open it to Canada, US doesn’t matter anymore!
Urges opening Canada to immigration while dismissing US relevance through comparative framing.
@yuliyaborysova7894
Mar 4, 2025
STIP the ILLEGAL IMMIGRATION and DLOW OF FENTANYL from CHINA through CANADA
STIP the ILLEGAL IMMIGRATION and DLOW OF FENTANYL from CHINA through CANADA
Urgent demand to stop illegal immigration and fentanyl flow, combining security concerns with policy demands.
@wilfredopadrojr.8059
Mar 4, 2025
Speak louder Mr. PM ✊
Speak louder Mr. PM ✊
Urges the Prime Minister to speak more forcefully, with solidarity gesture supporting stronger action.
@adzizi
Mar 4, 2025
Don't surrender to a bully! Go Canada fight3x! Teach the traitor trump a lesson!
Don't surrender to a bully! Go Canada fight3x! Teach the traitor trump a lesson!
Urges Canada to resist and take action against Trump, framed as solidarity with Canadian resistance.
@RandyVisitacion-b6u
Mar 4, 2025
Americans if you stand for Canada, if you stand for Ukraine and if you stand for to make America great again then DO SOMETHING.
Americans if you stand for Canada, if you stand for Ukraine and if you stand for to make America great again then DO SOMETHING.
Urges Americans to take action in support of Canada, Ukraine, and national interests.
@prisievangelista
Mar 4, 2025
Hey Republicans, you are now are on call! Do something about your boy Trump or you each will pay dearly! He is obviously purposely trying to wreck our country and it your collective responsibility to …
Hey Republicans, you are now are on call! Do something about your boy Trump or you each will pay dearly! He is obviously purposely trying to wreck our country and it your collective responsibility to do something to fix this problem! Trump has shown us, all Americans, that President Biden, was a better alternative than you in every aspect. You will go down and we, the people will collectively make sure you pay for your crimes! Moreover, any Republican politicians who aid you will go down with you. We, the American people, “will make America Great Again!
Directly urges Republicans to act against Trump, framing it as a moral responsibility and threat to the country.
@duanelumpkin4400
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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