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
Maybe Trump should watch this video of Tom Brokaw explaining Canada to Americans:\n\nhttps://youtu.be/lrA4V6YF6SA?si=1B3erN9roOQLBKnh
Maybe Trump should watch this video of Tom Brokaw explaining Canada to Americans:\n\nhttps://youtu.be/lrA4V6YF6SA?si=1B3erN9roOQLBKnh
Suggests Trump should educate himself by watching a video comparing Canada and America.
@andrewarnoldin
Mar 4, 2025
Trudeau has a big mouth and soon Trump is going to close it i hope Trump takes over Canada and puts Trudeau in prison or what ever he sees fit for Trudeau
Trudeau has a big mouth and soon Trump is going to close it i hope Trump takes over Canada and puts Trudeau in prison or what ever he sees fit for Trudeau
Expresses hope that Trump will intervene in Canada and punish Trudeau, implicitly calling for external political intervention.
@DarrelHolmgren
Mar 4, 2025
CNN is bending the knee to Trump turning its back on freedom of speech and the American people. Nobody is standing up for us not even the DOJ. It is up to us, the people…
CNN is bending the knee to Trump turning its back on freedom of speech and the American people. Nobody is standing up for us not even the DOJ. It is up to us, the people…
Criticizes institutions and urges collective action ('it is up to us, the people') to address perceived failures.
@digidabva
Mar 4, 2025
We are doing everything we can to get this rougue president out of here. HE IS NOT OUR PRESIDENT!
We are doing everything we can to get this rougue president out of here. HE IS NOT OUR PRESIDENT!
Expresses intent to mobilize against a political figure and asserts national identity/legitimacy through 'NOT OUR PRESIDENT' framing.
@homemoviesandotherstuff3419
Mar 4, 2025
I suggest that we all (all decent democratic countries) ban together and have that clown removed from office. Most American people are fine humans. Some are stupid and gullible, but most know that the USA …
I suggest that we all (all decent democratic countries) ban together and have that clown removed from office. Most American people are fine humans. Some are stupid and gullible, but most know that the USA is not an island and cannot be exist apart from the world.
Urges democratic countries to unite and remove a political figure from office, framed as a moral imperative about global interdependence.
@aorjuela1
Mar 4, 2025
Cut off Electricity to these states Mr Prime Minister. Show them that we will never Bow. Let him come begging like hungry Dogs.
Cut off Electricity to these states Mr Prime Minister. Show them that we will never Bow. Let him come begging like hungry Dogs.
Urges the Prime Minister to take punitive action while asserting national pride and resistance.
@Tesmin-y2r
Mar 4, 2025
Do you see what you people have voted for it seems you cut your nose off to spite your face ask your Senators that put the dollar first hell ask your friends that put the …
Do you see what you people have voted for it seems you cut your nose off to spite your face ask your Senators that put the dollar first hell ask your friends that put the dollar first
Urges people to question elected officials about prioritizing financial interests over public welfare.
@deborahjones2573
Mar 4, 2025
poilievre poilievre poilievre poilievre poilievre poilievre poilievre poilievre
poilievre poilievre poilievre poilievre poilievre poilievre poilievre poilievre
Repetitive promotion of Poilievre as an alternative, functioning as a call to support a specific political figure.
Call to Action
0.75
@macthbstoct
Mar 4, 2025
He said it all... americans need to act now to save themselves
He said it all... americans need to act now to save themselves
Urges Americans to take action ('act now') while asserting national identity and in-group concern ('save themselves').
@jomane
Mar 4, 2025
Great speach.........good luck america, come on europe lets follow and tell that nation we are not into bullys
Great speach.........good luck america, come on europe lets follow and tell that nation we are not into bullys
Urges Europe to follow Canada's example and stand against bullying, framed as a comparative call to action across nations.
@Sambukerable
Mar 4, 2025
As an American, Canada should flip the switch to cut off all electricity from Canada to the Northern US.
As an American, Canada should flip the switch to cut off all electricity from Canada to the Northern US.
American commenter urging Canada to take aggressive economic action (cut electricity) against the US as leverage.
@Johnny53kgb-nsa
Mar 4, 2025
Shut up Governor Trudeau, keep it up and we will shut off Federal funding to our 51st State!
Shut up Governor Trudeau, keep it up and we will shut off Federal funding to our 51st State!
Combines identity assertion (51st State framing) with a call to action urging defiance against federal leadership through funding withdrawal.
@robertjohnston9023
Mar 4, 2025
Canadian government: start talks with mexico and the rest of the americas all the way down to Chile and Argentina.
Canadian government: start talks with mexico and the rest of the americas all the way down to Chile and Argentina.
Urges the Canadian government to initiate diplomatic talks with multiple countries, framed as a policy recommendation.
@yvanpimentel9950
Mar 4, 2025
Don’t panic as you tune in and read this shit show called news, I’m listening to a foreigner on talking on CNN, Trumps is only been in 100 days, don’t believe there fear mongering stand …
Don’t panic as you tune in and read this shit show called news, I’m listening to a foreigner on talking on CNN, Trumps is only been in 100 days, don’t believe there fear mongering stand strong those who were born here and love this country.
Urges people to resist fear-mongering media and stand strong for their country, with nationalist framing.
@WileyHeaton
Mar 4, 2025
FKN DOWN WITH TRUMP/VANCE??? REVOLUTION
FKN DOWN WITH TRUMP/VANCE??? REVOLUTION
Explicitly calls for revolution against Trump/Vance administration; combines urgency with threat-based framing.
@teddylifer
Mar 4, 2025
Greetings from Germany. Maybe we could develope closer economic cooperations
Greetings from Germany. Maybe we could develope closer economic cooperations
German commenter suggesting closer economic cooperation with Canada, implicitly calling for strengthened international partnerships.
@LorKen17021991
Mar 4, 2025
The votes should be audit on the battlefield states.
The votes should be audit on the battlefield states.
Calls for auditing votes in swing states, presenting an unverified claim about election integrity.
@NoraCruz-b2c
Mar 4, 2025
Canada, please join the EU!
Canada, please join the EU!
Urges Canada to join the EU, implying a geopolitical realignment as a response to current tensions.
@carma3444
Mar 4, 2025
I thought he was stepping down , Canada do what you must!
I thought he was stepping down , Canada do what you must!
Urging Canada to take necessary action, referencing Trudeau's resignation announcement.
Call to Action
0.75
@alfredolopez4092
Mar 4, 2025
Let go Canada ??
Let go Canada ??
Exhortation to Canada to take action ('Let go'), though phrasing is ambiguous.
Call to Action
0.75
@Mktwiz99
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)