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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
Switch his electric off
Switch his electric off
Sarcastically urges others to take action against Trump, likely meant as hyperbolic criticism rather than literal instruction.
@johntebbs Mar 4, 2025
Raise it to 35 Trump
Raise it to 35 Trump
Urges raising tariffs to 35, calling for specific policy action, though cryptic in context.
@brandonking5559 Mar 4, 2025
Please investigate Frisco Texas, massive fraud is going on
Please investigate Frisco Texas, massive fraud is going on
Request to investigate alleged fraud, though off-topic and potentially spam-like in nature.
blankpaper43 Jan 27, 2026
NOT ENOUGH BRO
NOT ENOUGH BRO
Brief statement suggesting current measures are insufficient, implicitly calling for stronger action or response.
@ianmcgarr8085 Mar 4, 2025
Do this but in New Jersey as well please
Do this but in New Jersey as well please
Comment requests the video creator extend similar content to another location (New Jersey).
KobedeNewark Jan 27, 2026
Bike Guy for PM
Bike Guy for PM
Brief endorsement of a political figure, likely expressing support for an alternative political direction.
yosemitesaddam Jan 28, 2026
Looks like we need ICE here
Looks like we need ICE here
References ICE (immigration enforcement) as a solution, implying a call for stricter immigration enforcement with underlying threat framing.
4847guchi Feb 18, 2026
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
We need ice noeth if the border
We need ice noeth if the border
Appears to be a garbled call for border enforcement action, though the text is unclear and may contain spelling errors.
JakeTeertstra Jan 28, 2026
Why you stop at the 80% mark shouldve went across that border
Why you stop at the 80% mark shouldve went across that border
Cryptic urging to extend coverage or action 'across that border,' likely requesting expanded scope of reporting.
MynoghrasKing Jan 28, 2026
Free canada
Free canada
Brief slogan-like call for national liberation or political action, though ambiguous in specific intent.
Gogobinks46 Jan 27, 2026
Clean Canada up
Clean Canada up
Vague call to action urging cleanup of Canada, likely referring to immigration policy but lacking specificity.
coreyyaromy8337 Jan 4, 2026
Cut off power to NY Now!!
Cut off power to NY Now!!
Urges immediate action ('Cut off power to NY Now') though context and seriousness are unclear.
@robertgow9462 Mar 4, 2025
Trumps about to get dragged out of the white house......
Trumps about to get dragged out of the white house......
Prediction of Trump's removal from office framed as an urgent statement, implying action or consequence is imminent.
@GamingMusicTechAndLife 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
We can not let this happy USA stop this !!!!!!!!!+we are sorry
We can not let this happy USA stop this !!!!!!!!!+we are sorry
Urges resistance to US actions with patriotic framing, though the comment is fragmented and unclear.
@cynthiacahoon8907 Mar 4, 2025
Fire up the Deportation Cannon
Fire up the Deportation Cannon
Uses hyperbolic/satirical language to call for deportations, blending dark humor with a demand for action.
John-lc2lz Sep 30, 2025
Trudeau don't forget
Trudeau don't forget
Appears to be a truncated call to action or reminder directed at a political figure, though context is limited.
bear-qg6wt Aug 25, 2025
You tell him. However the Orange BEAST will not hear you?!
You tell him. However the Orange BEAST will not hear you?!
Encourages agreement with a speaker while expressing doubt about reaching a political opponent, mixing solidarity with skepticism.
@karensteffy8698 Mar 4, 2025
Those who voted for Trump here is a message for all of you FAFO now is when you realize ???
Those who voted for Trump here is a message for all of you FAFO now is when you realize ???
Comment urges Trump voters to recognize consequences ('FAFO'), functioning as a call to reflection/accountability with moral undertones about facing consequences.
@dakotaxu4792 Mar 4, 2025
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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)