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
The rest of the world should put tariffs on america that will hurt them ?
The rest of the world should put tariffs on america that will hurt them ?
Urges other nations to implement retaliatory tariffs against America as a strategic response.
Call to Action
0.75
@michaelcoady828
Mar 4, 2025
When will we shut the oil and all the electricity off. Use the extra electricity for new AI centres become an AI leader. Rip up the water treaties and stop the fresh water going south.
When will we shut the oil and all the electricity off. Use the extra electricity for new AI centres become an AI leader. Rip up the water treaties and stop the fresh water going south.
Proposes specific policy actions (shutting off oil/electricity, revoking water treaties) as strategic responses to Trump.
@henryyoner5438
Mar 4, 2025
Canada and us Democrats, it's time to stop being so polite!
Canada and us Democrats, it's time to stop being so polite!
Urges Canada and Democrats to abandon politeness, framing it as a call for more assertive action with implicit moral urgency.
@JaneFendelmanMC
Mar 4, 2025
Trump should sidelined now he is now finished ?
Trump should sidelined now he is now finished ?
Rhetorical question urging removal of Trump from political relevance or office.
Call to Action
0.75
@michaelcoady828
Mar 4, 2025
My advise to Canadians is that they should as quickly as possible unite with other nations in protection of beautiful Canada . At least most Americans have lost the seriousness and the truth for a …
My advise to Canadians is that they should as quickly as possible unite with other nations in protection of beautiful Canada . At least most Americans have lost the seriousness and the truth for a unknown duration .
Advises Canadians to unite with other nations for protection, framed as urgent action against American instability.
@shahzadnasserian5375
Mar 4, 2025
A Stand with every opress black people now in usa!! Reparations now !!!
A Stand with every opress black people now in usa!! Reparations now !!!
Calls for solidarity with oppressed Black Americans and demands reparations as a moral imperative.
@treylight779
Mar 4, 2025
I pray that reasonable REPUBLICAN'TS hear this.
I pray that reasonable REPUBLICAN'TS hear this.
Appeals to Republicans to listen/act, with implicit identity framing of political alignment.
@offthegridgreco
Mar 4, 2025
Hold firm, Donald. Don't cave. Don't let them win this game of chicken. The light is up ahead.
Hold firm, Donald. Don't cave. Don't let them win this game of chicken. The light is up ahead.
Urges Trump to maintain a hardline stance ('Hold firm', 'Don't cave') while framing it as a struggle between opposing sides.
@thevarietyshow7777
Mar 4, 2025
Next do Surrey BC with the Indian immigration and then Richmond with the Chinese immigration. Canada has entire ethic enclaves cities. They have been gentrified by foreigners.
Next do Surrey BC with the Indian immigration and then Richmond with the Chinese immigration. Canada has entire ethic enclaves cities. They have been gentrified by foreigners.
Requests investigation of other cities while framing ethnic communities as foreign invaders ('gentrified by foreigners'), combining action request with identity-based framing.
happydaze7386
Jan 27, 2026
I wanna see where this goes without us backin down?
I wanna see where this goes without us backin down?
Expresses determination to stand firm ('not backing down'), implicitly urging Canada to maintain a strong negotiating position.
Call to Action
0.75
@jayaye9305
Mar 4, 2025
Same 25% tariffs to US devil government. And shut off oil and electric to US too. Let DEVIL trump to know Canadian STAND TOGETHER
Same 25% tariffs to US devil government. And shut off oil and electric to US too. Let DEVIL trump to know Canadian STAND TOGETHER
Urges retaliatory economic action (tariffs, cutting utilities) while asserting Canadian unity and identity against the US.
@allenyamasaki7978
Mar 4, 2025
That's the only way to get through to this idiot he is drunk with power and not a clue how to run a country properly just get rid ASAP.
That's the only way to get through to this idiot he is drunk with power and not a clue how to run a country properly just get rid ASAP.
Calls for removal of a leader while criticizing their competence and judgment, framed as urgent action needed.
@JosephDoherty-c9r
Mar 4, 2025
Let’s go Trudeau ?? this Pariah Govt must Go. Well said without casting Blame and Whining using propaganda and having weasels like musk and all his appointees to do these sick acts this is the …
Let’s go Trudeau ?? this Pariah Govt must Go. Well said without casting Blame and Whining using propaganda and having weasels like musk and all his appointees to do these sick acts this is the darkest chapter in American history. I’m happy to see Canada and Mexico are the lights at the end of the tunnel. Trump and Co. Are weak individuals, there way is not the American way they can go to Russia with that nonsense.
Urges removal of Trudeau government while framing Canada positively against US leadership, mixing political action with comparative judgment.
@AM-kz3yg
Mar 4, 2025
When are you going to report on the "greatest country on the world" shooting its own people? Talk about Trumps personal GESTAPO
When are you going to report on the "greatest country on the world" shooting its own people?
Talk about Trumps personal GESTAPO
Urges the creator to report on US violence instead, implicitly calling for attention shift while comparing countries unfavorably.
Atimo133
Jan 27, 2026
Thank you for standing up . Wake up Mrs. America , please ⏰️ time has run out.?????
Thank you for standing up . Wake up Mrs. America , please ⏰️ time has run out.?????
Urges Americans to 'wake up' with urgent language ('time has run out'), combining a call to action with underlying threat/alarm rhetoric.
@InGoshen
Mar 4, 2025
Stop allowing drugs from coming over the Canadian border.
Stop allowing drugs from coming over the Canadian border.
Urges government action to stop drug trafficking across the Canadian border, combining policy critique with demand for intervention.
@rb5229
Mar 4, 2025
Why don't we turn off the power and water we send to the usa
Why don't we turn off the power and water we send to the usa
Proposes retaliatory action (cutting utilities) against the US in response to trade tensions.
Call to Action
0.75
@evanfrank2245
Mar 4, 2025
Prime minister Trudeau the United States needs to impeach this want to be president the people who voted for this so-called man I don't think that fully realize they put a criminal in office we …
Prime minister Trudeau the United States needs to impeach this want to be president the people who voted for this so-called man I don't think that fully realize they put a criminal in office we need to impeach this man get him out of office very quickly. May God bless you prime minister Trudeau.?
Commenter urges impeachment of Trump while framing Trudeau positively, mixing US political action with cross-border identity positioning.
@theodorekorbos2804
Mar 4, 2025
Don’t open the Geordie Howe bridge
Don’t open the Geordie Howe bridge
A directive statement urging against opening the Geordie Howe bridge, likely related to border/immigration concerns.
Call to Action
0.75
@cardsandcars2022
Mar 4, 2025
Trump and his administration need to be stopped by any means necessary
Trump and his administration need to be stopped by any means necessary
Urges action against Trump's administration with language suggesting urgency and threat perception.
@DaKineGuy
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)