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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
Page 134 of 139
Let the leader start telling the truth the word need it
Let the leader start telling the truth the word need it
Urges leadership to tell the truth, framed as a moral imperative for global benefit.
@Idowu-w5y Mar 4, 2025
We need ice in Canada
We need ice in Canada
Cryptic call for ICE (immigration enforcement agency) presence in Canada, likely advocating for stricter enforcement.
p.sdhillon9794 Feb 18, 2026
No one believes the fentanyl lies the American Nazis in the Whitehouse tell NO ONE!!! they should have already been dragged out and took to the gilotin CANADA is our loyal family and we have …
No one believes the fentanyl lies the American Nazis in the Whitehouse tell NO ONE!!! they should have already been dragged out and took to the gilotin CANADA is our loyal family and we have attacked our own familyand the tariffs are on US!! he has lied on Canada to steal from all of us to give more and more to the billionaires THE OLIGARDS OF AMERICA!!! the elderly of America will starve the children of America will starve and our children of America will be working the jobs the immigrants work to support their families and that is the plan it's in their 2025 plan and everyone who voted for it knew it !!! NOW only knowing they are doing everything in their power to fight this is the only way they will be shown any sympathy!!! everyone who supports these Nazis should be exposed every business from the billionaires to the hotdog stand should be boycotted the real Americans need to support each other now ! what people need now is constant information on who is helping and who is not!! and if the media is going to support the people then we must not support them !! and the commercials on media that show any support to these aggressors or works to suppresses the truth should noted and boycotted .we must boycott them all we cannot give them a penny and take any penny we can we must get our country back let's all go AMERICA NOW!!! we must save america
Combines conspiracy-like claims about hidden plans, violent rhetoric, and repeated calls to boycott and take action against perceived enemies.
@lisaperkins473 Mar 4, 2025
We need the guy on the bike as our prime minister
We need the guy on the bike as our prime minister
Sarcastically or seriously suggests replacing the prime minister, likely in response to immigration policy disagreement.
tommycooper3292 Jan 27, 2026
You to talk to your people Trump win the election and one of the promises and we American agree to protect our borders ,God bless president Trump and God bless America ??.
You to talk to your people Trump win the election and one of the promises and we American agree to protect our borders ,God bless president Trump and God bless America ??.
Urges Trump to address border security and expresses support for nationalist immigration policy.
@Levinbless Mar 4, 2025
Shove it Canada!
Shove it Canada!
Brief dismissive statement that appears to urge rejection or defiance, though minimal context limits confidence.
@celticiron7351 Mar 4, 2025
Cut off the oil and power now toot sweet make t rump play your game..?
Cut off the oil and power now toot sweet make t rump play your game..?
Urges cutting off oil and power as a negotiating tactic against Trump, mixing call-to-action with comparative framing between nations.
@janetgilmore8006 Mar 4, 2025
Hey Trudeau you don't have the cards
Hey Trudeau you don't have the cards
Brief challenge to Trudeau implying he should take stronger action in negotiations.
@thegoldentooth9581 Mar 4, 2025
All of you in the comments siding with Canada...ever consider moving there?
All of you in the comments siding with Canada...ever consider moving there?
Sarcastically suggests that Canada-supporters should relocate there, implying they should leave if they disagree.
@mountainstomarshes8966 Mar 4, 2025
O gawd help us keep our friends and end this trade war?
O gawd help us keep our friends and end this trade war?
Appeals for divine/collective action to preserve friendship and end trade conflict, mixing prayer-like plea with political urgency.
@blessedaroma Mar 4, 2025
WELL DONALD....YOUR MOVE.
WELL DONALD....YOUR MOVE.
Appears to be urging Trump to respond or take action in response to Trudeau's speech.
@RidersInBlack Mar 4, 2025
Thank liberal voters
Thank liberal voters
Blames liberal voters for immigration policy while implicitly urging political action against them.
GianlucaDimaddalena Aug 27, 2025
Good get out
Good get out
Brief exhortation urging people to leave Canada, functioning as a directive statement.
jamesallan3832 Apr 16, 2025
100% Tesla No more power to US
100% Tesla No more power to US
Cryptic call to reduce US influence, possibly advocating for economic or political action against the US.
@gm2282 Mar 4, 2025
Keep punching the new world order in the balls.
Keep punching the new world order in the balls.
Vague call to action against 'new world order' using crude language, possibly satirical but primarily exhortatory.
jowens799 Jan 27, 2026
Well let the trade war begin!
Well let the trade war begin!
Expresses anticipation of conflict ('trade war begin') with a tone suggesting either sarcastic call-to-action or alarmist threat framing.
@donkeefe6222 Mar 4, 2025
U.S should Change the Law for Trump to be president for 8 more year to reset what trump to make up 4 year he loss to reset the world to re adjust to the new …
U.S should Change the Law for Trump to be president for 8 more year to reset what trump to make up 4 year he loss to reset the world to re adjust to the new trump world.
Advocates for changing U.S. law to allow Trump extended presidency, urging political action.
@youtsuong2974 Mar 4, 2025
Let's let trump come up here become part of the fifty first state, and let trump bring ice and let them do their thing.That's what we need
Let's let trump come up here become part of the fifty first state, and let trump bring ice and let them do their thing.That's what we need
Sarcastically urges extreme political action (US annexation, ICE deployment) as a response to immigration concerns.
naui1980 Sep 20, 2025
Agree n teach d creature felon anti XT a lesson n all magas?
Agree n teach d creature felon anti XT a lesson n all magas?
Fragmented text urging action against political figures, though clarity is limited by poor grammar.
@juliuscruzal-kn2hl Mar 4, 2025
Go west and ask people
Go west and ask people
Vague suggestion to conduct grassroots inquiry about public opinion on immigration in western regions.
Hi-tc8yz Feb 6, 2026
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Discourse Taxonomy

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Category Distribution

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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

Which YouTube channels attract each type of discourse
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) | 14-category DH taxonomy | Search | Discourse Quality (Perspective API)