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
And Jesus, why are you talking around it? Call that stupid MO Fo out! Talk around it, God! Stop Trump or we're gonna be a communist country! WAKE UP American press, we the people ate …
And Jesus, why are you talking around it? Call that stupid MO Fo out! Talk around it, God! Stop Trump or we're gonna be a communist country! WAKE UP American press, we the people ate watching, speak up or you too will have a FAFO moment! I stand with Canada, elbows up!
Urges media and people to take action against Trump while expressing existential threat concerns and support for Canada.
@sheilawaller8532
Mar 5, 2025
Canada has two modes , I'm sorry. and your about to be sorry Donald love to the American people Take back your country protest loud come together show the world what democracy is
Canada has two modes , I'm sorry. and your about to be sorry Donald love to the American people Take back your country protest loud come together show the world what democracy is
Urges Americans to protest and unite to demonstrate democracy, with supportive framing toward Canada.
@asteri63
Mar 4, 2025
This is what we need...leaders from other nations to help Americans to flip the script on Fox news!!!!!!
This is what we need...leaders from other nations to help Americans to flip the script on Fox news!!!!!!
Urging Americans to mobilize and counter media narratives, framed as needing international leadership support.
@bballgurl9
Mar 4, 2025
They should have the SIN numbers cancelled and all other benefits
They should have the SIN numbers cancelled and all other benefits
Advocates for punitive government action against immigrants by revoking social benefits and identification numbers.
LeeGovender007
Mar 3, 2026
You must protect you and your country. Trump did this we will all pay the price because trump is an idiot that only cares about the very very rich
You must protect you and your country. Trump did this we will all pay the price because trump is an idiot that only cares about the very very rich
Urges protection of country and criticizes Trump's policies, combining a call to defensive action with moral condemnation of leadership.
@cheryll.6690
Mar 4, 2025
lol kick them out of your country ! why this ppl owning other ppls country ..
lol kick them out of your country ! why this ppl owning other ppls country ..
Directly urges deportation ('kick them out') framed as reclaiming national ownership, combining exclusionary identity claims with action demand.
hondagaming4656
Jan 27, 2026
Impeach trump n vance n johnson . Asap . CONSPIRING to destroy our constitution. \nMarket crash\nPicking fights with allies.\nCabinet picks are all special Ed . \nTrshing American defence agency s\nOpenly gives puttin huggs n kisses …
Impeach trump n vance n johnson . Asap . CONSPIRING to destroy our constitution. \nMarket crash\nPicking fights with allies.\nCabinet picks are all special Ed . \nTrshing American defence agency s\nOpenly gives puttin huggs n kisses \nSlaps the faces of every veteran in the world that fought aginst NAZI'S.
Urges impeachment of Trump administration officials while expressing alarm about constitutional threats and foreign policy.
@KerryHagen
Mar 4, 2025
How about we close the borders for the next 10 years??
How about we close the borders for the next 10 years??
Proposes a specific policy action (border closure) framed as a question to mobilize support.
Call to Action
0.78
JonesySteel
Jan 11, 2026
The Americans have made it clear, they are not to be trusted, and will always be the enemy of the free world. We in Canada should close our border to all American travel
The Americans have made it clear, they are not to be trusted, and will always be the enemy of the free world. We in Canada should close our border to all American travel
Compares Canada to the USA negatively and urges border closure as a specific policy action.
@darthwingnut464
Mar 4, 2025
Tyler, I am dual-citizen of both the U.S. and Canada, You need to, or should come up and do more Canadian content, it would blow up so fast, You would be covering what our mainstream …
Tyler, I am dual-citizen of both the U.S. and Canada, You need to, or should come up and do more Canadian content, it would blow up so fast, You would be covering what our mainstream news, refuses to cover because they are woke trash.
In the U.S., it is Hispanics who are the dominant group, in Canada, it is Indians, We have a lot going on up here.
Urges content creator to produce more Canadian immigration coverage while comparing demographic patterns between U.S. and Canada.
RaisedxFist
Mar 3, 2026
I stand with Canada as well THOSE WHO VOTED FOR TRUMP THIS IS WHAT WE GET FOR THE NEXT 3 YEARS AND A HALF YEARS.....
I stand with Canada as well THOSE WHO VOTED FOR TRUMP THIS IS WHAT WE GET FOR THE NEXT 3 YEARS AND A HALF YEARS.....
Urges Trump voters to recognize consequences of their vote, functioning as a call to reconsider political choices.
@jermainemitchell2002
Mar 4, 2025
Message to Indians: Go support those homeless and people in need shown here so that there perspective corrects
Message to Indians: Go support those homeless and people in need shown here so that there perspective corrects
Urges Indian immigrants to take specific action (support homeless) to correct their perceived perspective.
Daddy-6ru
Sep 20, 2025
There's no cure for stupidity, why America is not impeaching him and charge him for treason
There's no cure for stupidity, why America is not impeaching him and charge him for treason
Calls for impeachment and legal action against Trump while expressing alarm about his fitness for office.
@JohnnyMee
Mar 4, 2025
Trump, I have nothing but expletives for you along with total disdain. The day you are removed for treason and everything else you're doing to this country and our people will be the day I …
Trump, I have nothing but expletives for you along with total disdain. The day you are removed for treason and everything else you're doing to this country and our people will be the day I laugh and dance and party in the streets. It's all coming for you and you partners in crime. Can't wait to watch you all fall!!!!
Expresses desire for Trump's removal and legal consequences, implicitly calling for action against him.
@Sammarie-n8y
Mar 4, 2025
His people will remove him from office..see ya sissy boy
His people will remove him from office..see ya sissy boy
Calls for removal of Trump from office with derogatory language, framed as action by 'his people.'
@joekovacs247
Mar 4, 2025
#canadaStrong #donald we will fight back. You are now on your own.
#canadaStrong #donald we will fight back. You are now on your own.
Uses hashtags and patriotic framing to mobilize Canadian resistance against US actions, calling for collective response.
@optimalperformanceconsulta5813
Mar 4, 2025
More ,faster LETS GO LETS GO.
More ,faster LETS GO LETS GO.
Enthusiastic urging for increased and faster immigration action, using motivational language to push for policy change.
Call to Action
0.78
thomasanthony9636
Dec 30, 2025
Well done Canada, I'm closing my Amazon and eBay account, I've had enough of anything Aamerican.
Well done Canada, I'm closing my Amazon and eBay account, I've had enough of anything Aamerican.
Announces personal boycott action against American companies in support of Canada's position.
@barlow2976
Mar 4, 2025
Every country in the world should impose 20% on american goods as a response to this. See who will start crying
Every country in the world should impose 20% on american goods as a response to this. See who will start crying
Urges other countries to impose tariffs on US goods as retaliatory action against Trump's policies.
@kelumV
Mar 4, 2025
Seems like deliberate incompetence and we need to STOP THIS.
Seems like deliberate incompetence and we need to STOP THIS.
Calls for stopping government action while attributing incompetence to policy implementation.
Anasta-2
Feb 28, 2026
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)