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
Also from Buffalo NY, Wolf. This brings me to tears. I am sufficiently upset. We need to get those maniacs out of our government.
Also from Buffalo NY, Wolf. This brings me to tears. I am sufficiently upset. We need to get those maniacs out of our government.
Shares emotional reaction and explicitly urges removal of government officials through voting/action.
@onyxsiniardi
Mar 4, 2025
Trump needs to stop this childish shit now before he causes more damage to the United States. Trump can't stand it when someone stands up against him. So he needs to stop or be removed …
Trump needs to stop this childish shit now before he causes more damage to the United States. Trump can't stand it when someone stands up against him. So he needs to stop or be removed from office along all his other whiny idiots in office.
Urges Trump to stop his behavior and be removed from office, combining moral criticism with an implicit call for political action.
@mikeanbrensmusic
Mar 4, 2025
As a Canadian, I can tell you that I won't be buying anything made in US, product of US or even shipped from the US, even if tariffs were removed tomorrow, I will continue to …
As a Canadian, I can tell you that I won't be buying anything made in US, product of US or even shipped from the US, even if tariffs were removed tomorrow, I will continue to boycott as long as the orange buffoon is the president.
Canadian announcing a boycott of U.S. products as a form of protest against Trump, framing it as a long-term commitment.
@mariaassunta7237
Mar 4, 2025
I wish europeans would find such strong words. We need to stand up together
I wish europeans would find such strong words. We need to stand up together
Calls for Europeans to adopt similar strong stance and unite collectively in response to perceived threats.
@nixda820
Mar 4, 2025
*US House Speaker Representative must be the next President soon to reduce the chaos in this world* , while it's not too late
*US House Speaker Representative must be the next President soon to reduce the chaos in this world* , while it's not too late
Urges a specific political action (US House Speaker becoming President) to address global instability.
Call to Action
0.80
@ram2706
Mar 4, 2025
Zenlenski needs troops, Canada send your men!
Zenlenski needs troops, Canada send your men!
Urges Canada to send military troops to support Ukraine, a direct call for specific government action.
Call to Action
0.80
@brandonkeith6151
Mar 4, 2025
My message to Trudeau: I understand your decision and sympathized with Canada for a problem that Canadians had no control over. Please ban tesla and Starlink in Canada in addition to the other measures you …
My message to Trudeau: I understand your decision and sympathized with Canada for a problem that Canadians had no control over. Please ban tesla and Starlink in Canada in addition to the other measures you are taking
Commenter directs a message to Trudeau requesting additional policy actions (banning Tesla and Starlink) alongside support for existing measures.
@argonaut405
Mar 4, 2025
He doesn't care, wethepeople know that this is not personal. it's business. Do what you have to do. To our Republican government, please shut this down! Impeach Donald ??
He doesn't care, wethepeople know that this is not personal. it's business. Do what you have to do. To our Republican government, please shut this down! Impeach Donald ??
Calls for government shutdown and impeachment while critiquing political indifference.
@KPoPasianDramafan
Mar 4, 2025
Again get the world out of this nightmare and Arrest these 3 Idiots in the white house! Trump Vance and Musk... you have no much time left before things are going really bad!! stop them …
Again get the world out of this nightmare and Arrest these 3 Idiots in the white house! Trump Vance and Musk... you have no much time left before things are going really bad!! stop them take the power away! or you will witness the end of USA and rise of chaos and terror! Trump and his gang are a cancer for democracy! stop them before they destroy you! or is it too late already?
Urgent plea for arrest and removal of Trump administration officials, framed as preventing catastrophic outcomes and democratic collapse.
@dawnfreedom2024
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
Support Canada against these attacks from the Trump administration.
Support Canada against these attacks from the Trump administration.
Urges support for Canada against external threats, combining solidarity with an implicit call for collective action.
@chrism2506
Mar 4, 2025
Chump treats Americas allies like enemies and its enemies like allies!! How long does it take for Americans to WAKE UP and overthrow this corrupt administration??
Chump treats Americas allies like enemies and its enemies like allies!! How long does it take for Americans to WAKE UP and overthrow this corrupt administration??
Criticizes Trump's foreign policy as immoral, then explicitly urges Americans to 'wake up' and 'overthrow' the administration.
@CanadaRocks-1111
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
He is not the President he need to be impeached right away for being a traitor to the American People.
He is not the President he need to be impeached right away for being a traitor to the American People.
Calls for impeachment while framing the target as a traitor, combining action-oriented language with moral condemnation.
@michaelrichardson8692
Mar 4, 2025
Europe must stand strong and independent! The U.S. can’t dictate global trade while waging economic warfare. It’s time for Europe to impose high tariffs on American goods and services—no more one-sided deals! We don’t need …
Europe must stand strong and independent! The U.S. can’t dictate global trade while waging economic warfare. It’s time for Europe to impose high tariffs on American goods and services—no more one-sided deals! We don’t need Silicon Valley giants like Apple, Google, or Tesla to thrive. If Trump escalates, it will backfire on the U.S. Let’s unite with Canada, China, and Mexico to push back. Europe, step up and go all in! ????
Urges Europe to take specific economic and political actions (tariffs, alliances) in response to U.S. trade policy.
@basaandestegge2242
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
Stop trying to speak to the Convict's good side because he has none. Canada Diversify away, realign, unite and form new trading blocks. Circle the wagon leaving the USA outside. It is clear they are …
Stop trying to speak to the Convict's good side because he has none. Canada Diversify away, realign, unite and form new trading blocks. Circle the wagon leaving the USA outside. It is clear they are moving on. Friends are now being treated like enemies.
Urges Canada to take specific actions (diversify, realign, form trading blocs) in response to US policy, framed as necessary strategic response.
@jamaicantillidieinmyownwor5517
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
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)