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
PAY FOR YOUR OWN PROTECTION AND NATO!
PAY FOR YOUR OWN PROTECTION AND NATO!
Demands that other nations pay for their own defense and NATO contributions, urging policy change.
@boybeblessedtruly9758
Mar 4, 2025
I hope mexico and canada sign a trade deal asap never mind the us,the us is untrusthworty he doesnt respects his own signature
I hope mexico and canada sign a trade deal asap never mind the us,the us is untrusthworty he doesnt respects his own signature
Urges Mexico and Canada to pursue independent trade deals while criticizing US trustworthiness, combining advocacy with policy critique.
@michellaurin3267
Mar 4, 2025
Good man Trudeau! The US agenda is bigger even than a trade war, this is a ruse that distracts from the US plan for Canada. Canada, join your allies in Europe, send your oil/gas and …
Good man Trudeau! The US agenda is bigger even than a trade war, this is a ruse that distracts from the US plan for Canada. Canada, join your allies in Europe, send your oil/gas and other resources to Europe tariff-free; Europe is a bigger market than the US.
Urges Canada to redirect trade toward Europe and reorient alliances, comparing market sizes and strategic partnerships.
@neilkellett732
Mar 4, 2025
How can Americans allow two assholes Trump and Musk to control their destiny. Rise up Americans, Rise Up and show those two Assholes out of the face of the U.S.A?
How can Americans allow two assholes Trump and Musk to control their destiny. Rise up Americans, Rise Up and show those two Assholes out of the face of the U.S.A?
Exhorts Americans to mobilize against Trump and Musk, framing them as threats to national destiny.
@CollinHamilton-n7y
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
What I wish he would do is turn off the gas-line tap and shut down the electric grid. For real.
What I wish he would do is turn off the gas-line tap and shut down the electric grid. For real.
Urges Canada to take aggressive retaliatory action (shutting off utilities) in response to trade tensions.
@richblack7693
Mar 4, 2025
Hey Justin,screw u,buy American products only
Hey Justin,screw u,buy American products only
Directs action toward buying American products only, framed as a response to the political situation.
Call to Action
0.80
@KillerKittyontheloose
Mar 4, 2025
Close the damn border Trudeau....To illegal immigrants comming across your border, to the shipping of ingredients that make drugs .Stop human trafficking and STOP TORTURE ING CANADIANS ....
Close the damn border Trudeau....To illegal immigrants comming across your border, to the shipping of ingredients that make drugs .Stop human trafficking and STOP TORTURE ING CANADIANS ....
Demands border closure and policy changes while expressing security concerns about immigration, drugs, and trafficking.
@bettyraewiant4133
Mar 4, 2025
Please cut back on our taxes so we can better weather this storm
Please cut back on our taxes so we can better weather this storm
Urges policy action (tax reduction) framed as economic necessity during difficult times.
@johnn22002
Mar 4, 2025
We now have the BABA principle in Canada, irrespective of tariffs: Buy Anything But American!!! We're also cancelling our US holidays. Mexico and the EU can have our money.
We now have the BABA principle in Canada, irrespective of tariffs: Buy Anything But American!!! We're also cancelling our US holidays. Mexico and the EU can have our money.
Proposes and encourages a consumer boycott of American goods ('BABA principle') and cancellation of US holidays as collective action.
@trishemerald2487
Mar 4, 2025
Double the cost of the power and potash we export to America. \nIt's time for the Find Out phase of voting for Republicans.
Double the cost of the power and potash we export to America. \nIt's time for the Find Out phase of voting for Republicans.
Proposes retaliatory economic measures (doubling export costs) as a strategic response, framed as political consequence.
@ScytheNoire
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
Dump Trump/Deport Musk
Dump Trump/Deport Musk
Direct call for removal of Trump and deportation of Musk, framed as political action.
Call to Action
0.80
@robinsmith4958
Mar 4, 2025
We should start to boycott americans product in Europe too. Bye McDonalds, KFCs and all...
We should start to boycott americans product in Europe too. Bye McDonalds, KFCs and all...
Urges Europeans to boycott American products in response to Trump's actions, extending solidarity beyond Canada.
@SotheAlbion
Mar 4, 2025
Canada needs to stop all oil and power to usa.
Canada needs to stop all oil and power to usa.
Urges Canada to take specific economic action (halt oil and power exports) as a policy response.
@lunarminx
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
Boo that canada . See what happens. Vote in new pm
Boo that canada . See what happens. Vote in new pm
Urges voters to elect a new Prime Minister, framed as a direct call to political action.
@kathyviglione4226
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
Every country should impose 25% tariffs on the US. Cripple their economy. FAFO.
Every country should impose 25% tariffs on the US. Cripple their economy. FAFO.
Urges other countries to impose retaliatory tariffs against the US as a form of economic action.
@Ballistic23
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)