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
Instead of writing and reacting here, act in your country, take maga down, do your duty as an USA citizen. The damage Trump is inflicting to the free world, the hatred he is creating towards …
Instead of writing and reacting here, act in your country, take maga down, do your duty as an USA citizen. The damage Trump is inflicting to the free world, the hatred he is creating towards your country, will be devastating, it will end USA as a leading world power.
Urges US citizens to take action against Trump while appealing to moral concerns about global damage and US credibility.
@peterbeen9602
Mar 4, 2025
We need ICE like agents for these people.
We need ICE like agents for these people.
Calls for aggressive enforcement action (ICE-like agents) against immigrants, framed as threat response.
somcana
Sep 30, 2025
Trump should face a special tribunal along with Musk. Seize their assets for national debt. I am an American who stands with Canada.
Trump should face a special tribunal along with Musk. Seize their assets for national debt. I am an American who stands with Canada.
Calls for legal action against Trump and Musk while expressing solidarity with Canada as an American.
@ChetHunt-z3c
Mar 4, 2025
Stand on business Canada we know who is pushing the lies and fight with our allies to appease a dictator??✊?
Stand on business Canada we know who is pushing the lies and fight with our allies to appease a dictator??✊?
Urges Canada to stand firm against external pressure while framing allies against dictatorial threats.
@TheBlkDrt
Mar 4, 2025
Go somewhere else. It’s that easy. Have family down there? Rent an air b and b somewhere else and have a great time.
Go somewhere else. It’s that easy. Have family down there? Rent an air b and b somewhere else and have a great time.
Urges people to visit alternative locations instead of the US, offering a practical alternative action.
Call to Action
0.80
RonFraser-fl5yc
Dec 10, 2025
Impeach trump as a traitor to the US
Impeach trump as a traitor to the US
Direct call to impeach Trump, framed as a moral imperative against betrayal.
@gregsb3454
Mar 4, 2025
Canada stand strong. Do trade with Ukraine. F**k Trump!
Canada stand strong. Do trade with Ukraine. F**k Trump!
Urges Canada to take specific trade action with Ukraine and expresses opposition to Trump, combining exhortation with political stance.
@ronademmy7757
Mar 4, 2025
How about we all just stay home till illegal migration is under control .
How about we all just stay home till illegal migration is under control .
Urges collective action ('we all just stay home') framed around concerns about illegal migration control.
danielgriffin8132
Dec 9, 2025
And you Canadians are still gonna vote Liberal. Smh
And you Canadians are still gonna vote Liberal. Smh
Commenter urges Canadians to change voting behavior away from the Liberal party.
Call to Action
0.80
dantepanik6069
Jan 21, 2026
I think what people should do, especially that gentleman that knew that fourteen people were living in a household.There is legal limitations of how many people can live in a household, and they are most …
I think what people should do, especially that gentleman that knew that fourteen people were living in a household.There is legal limitations of how many people can live in a household, and they are most definitely probably in violation of that.And the ministry should come in and shut them down
Urges enforcement action against housing violations while critiquing current enforcement of housing regulations.
naui1980
Sep 20, 2025
As a Canadian, fastest way to get Trump to change his mind is cut off the electrical supply we provide out of Ontario. Don't threaten to do it. Just pull the plug right now.
As a Canadian, fastest way to get Trump to change his mind is cut off the electrical supply we provide out of Ontario. Don't threaten to do it. Just pull the plug right now.
Urges Canadian government to take specific action (cut electrical supply) as leverage against Trump.
Call to Action
0.80
@newsmith
Mar 4, 2025
Trump has proven himself to be incapable president impeach him he chooses to hurt us!!!
Trump has proven himself to be incapable president impeach him he chooses to hurt us!!!
Calls for Trump's impeachment and frames his actions as harmful, combining a direct action demand with moral disapproval.
@187onLIBERTYSblock
Mar 4, 2025
GTFO Tyler. Stop monetizing hate in my country. It's people like you that we don't want here. Please do not return to Canada, we don't want you here. An unsubscribe is long overdue.
GTFO Tyler. Stop monetizing hate in my country. It's people like you that we don't want here. Please do not return to Canada, we don't want you here. An unsubscribe is long overdue.
Directly urges the content creator to leave Canada and unsubscribe, framed as a moral rejection of perceived hate-mongering.
northernlightscoasters9916
Jan 27, 2026
Hopefully we Americans will get together and act to stop this madness and self destruction inflicted by this clown at the White House to please his boyfriend in russia
Hopefully we Americans will get together and act to stop this madness and self destruction inflicted by this clown at the White House to please his boyfriend in russia
Urges Americans to unite and take action against the current administration, with unverified claims about foreign influence.
@eduardoflores4681
Mar 4, 2025
Over 4 million immigrants this year come on deport deport
Over 4 million immigrants this year come on deport deport
Calls for mass deportation while citing an unverified statistic about immigration numbers.
brett-xi4ek
Sep 8, 2025
Hey americans I know you don´t agree with what is going on so go on the STREETS and PROTEST! Let them see and feel what you see and feel! C´mon I know you have it …
Hey americans I know you don´t agree with what is going on so go on the STREETS and PROTEST! Let them see and feel what you see and feel! C´mon I know you have it in you. Don´t let this orange, russian and the two fat asian tyrants win because thats whats going on. And if this keeps going on like its going on it will end that we will fight each other and why should we do that. For what?
Urges Americans to protest while expressing fear of conflict and authoritarian threats.
@14All14
Mar 4, 2025
Well spoken and strong! Don't back down, never give up! The many will win over the powerful, we the people, we the government, fight back
Well spoken and strong! Don't back down, never give up! The many will win over the powerful, we the people, we the government, fight back
Encouragement to resist and mobilize collective action ('we the people'), framed as populist resistance against powerful interests.
@djremix7310
Mar 5, 2025
CANADA needs to turn around and do more business with Europe and Mexico. Canada does not need the USA.
CANADA needs to turn around and do more business with Europe and Mexico. Canada does not need the USA.
Urges Canada to diversify trade partnerships away from the US, combining a policy recommendation with comparative framing of international relationships.
@ArsisDebrowski
Mar 4, 2025
time to impeech trump (convict) before to late his done a? lot of damsge to all allies n his barely started
time to impeech trump (convict) before to late his done a? lot of damsge to all allies n his barely started
Calls for impeachment and conviction of Trump while criticizing his damage to allies, urging specific political action.
@maycruz-pq8wj
Mar 4, 2025
It's time for Canada to grow a spine.
It's time for Canada to grow a spine.
Urges Canada to take stronger action ('grow a spine'), implicitly calling for more assertive policy response to external pressures.
@epipolarus
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)