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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 1 of 139
Americans! Call your congresspersons ASAP and insist they skip tonight's Presidential Address in protest.
Americans! Call your congresspersons ASAP and insist they skip tonight's Presidential Address in protest.
Directly urges Americans to contact representatives and protest presidential address.
@BoxiestLlama Mar 4, 2025
Stop voting liberal and NDP
Stop voting liberal and NDP
Direct exhortation to stop voting for specific political parties.
Tree74-b3s Feb 4, 2026
Simple answer never vote liberal again
Simple answer never vote liberal again
Direct exhortation to voters to reject a political party in future elections.
RonaldThurston-q4q Sep 11, 2025
We need ICE now
We need ICE now
Brief call for ICE-style enforcement actions against undocumented immigrants.
Mohammedpalle5934 Jan 16, 2026
Do a part 2 on surrey
Do a part 2 on surrey
Requests the creator produce additional content on a specific topic.
012998Mnb Jan 29, 2026
A world boycott is needed against trump's crew
A world boycott is needed against trump's crew
Directly urges collective action (boycott) against a political group.
@themcgeachys Mar 4, 2025
Vote back NDP or Greens. Boycott Alberta Party. It is a far right political party. Thx.
Vote back NDP or Greens. Boycott Alberta Party. It is a far right political party. Thx.
Directly urges viewers to vote for specific parties and boycott another political party.
@MrKenng123 Feb 20, 2026
Arrest convict sentence then deport
Arrest convict sentence then deport
Direct call for law enforcement action (arrest, convict, sentence, deport) against criminal immigrants.
arwik5384 Feb 18, 2026
Boycott McDonald’s, Starbucks, Costco, Walmart and many others
Boycott McDonald’s, Starbucks, Costco, Walmart and many others
Direct exhortation to boycott specific corporations, a clear call for collective action.
@muhammadzubairmann312 Mar 4, 2025
Vote trump and the Republicans out!!!
Vote trump and the Republicans out!!!
Direct exhortation to vote against Trump and Republicans, a clear call to political action.
@alfredcolstoniii8014 Mar 4, 2025
Deport all of them
Deport all of them
Direct call for mass deportation of immigrants, urging a specific extreme action.
mitchywals Jan 28, 2026
Boycott all US affiliated companies and products here in Canada friends!
Boycott all US affiliated companies and products here in Canada friends!
Directly urges Canadians to take economic action by boycotting US companies.
@Tony-lq9cd Mar 4, 2025
Get a petition going
Get a petition going
Directly urges others to initiate a petition, a clear call for collective action.
briandillon-v8g Jan 1, 2026
Americans against this need to be contacting their government officials and voicing their concern.
Americans against this need to be contacting their government officials and voicing their concern.
Explicitly urges Americans to contact government officials and voice concerns about policy.
@AtlanticCanadianGamer Mar 4, 2025
Trump RESIGN NOW!!
Trump RESIGN NOW!!
Direct imperative urging Trump to resign, a clear call for specific political action.
@quitecolorist8274 Mar 4, 2025
Get Trump out of office now!!
Get Trump out of office now!!
Direct call to action urging removal of Trump from office.
@ozzyjr32 Mar 4, 2025
Ok. So win the damn election!
Ok. So win the damn election!
Direct exhortation to take electoral action by winning an election to address the issue.
lapserdak24 Feb 26, 2026
Please help and join the 50501 Movement!
Please help and join the 50501 Movement!
Direct urge for others to join a specific movement, explicitly requesting action.
@aribeats_ Mar 4, 2025
Time too deport!
Time too deport!
Brief call for deportation action.
jasonjamesb6038 Aug 25, 2025
Kick them out
Kick them out
Direct, minimal call for removal of immigrants with no additional context or elaboration.
WesZillich88 Aug 26, 2025
1 / 139 Next »

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Discourse Taxonomy

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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

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)