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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 124 of 139
Canada needs ICE urgently.
Canada needs ICE urgently.
Advocates for ICE (likely Immigration and Customs Enforcement), framed as an urgent policy need, combining critique with implicit call for action.
BasedMisatoSpeaks1488 Jan 27, 2026
Don't listen to Trump. His conclusion is that there is no humanitarian and no agreement. just for money ,we need to fight.
Don't listen to Trump. His conclusion is that there is no humanitarian and no agreement. just for money ,we need to fight.
Urges listeners not to follow Trump's approach, framing it as morally wrong and motivated by profit rather than humanitarian concerns.
@teanping2818 Mar 4, 2025
Timothy Hoth 2028
Timothy Hoth 2028
Brief statement appearing to encourage support for Timothy Hoth as a political candidate in 2028.
@TimothyHoth Mar 4, 2025
No more lays no more coke no more god damn American smoke
No more lays no more coke no more god damn American smoke
Calls for boycott of American consumer products with emphatic, crude language; combines protest sentiment with sarcastic tone.
@traveler7137 Mar 4, 2025
Close all bases in Australia.
Close all bases in Australia.
A directive statement calling for closure of military bases in Australia, though context is unclear.
@jasonburns3187 Mar 4, 2025
No way!! Get rid of america , no more!
No way!! Get rid of america , no more!
Urges elimination or rejection of America, combining anti-American sentiment with an implicit call for action or change.
@chriskumar4201 Mar 4, 2025
Leaders of.the world.unite and STOP.the nazi Bully,before is to.late!
Leaders of.the world.unite and STOP.the nazi Bully,before is to.late!
Urges world leaders to unite against a perceived threat (using 'nazi' and 'bully' language), combining alarmism with a call for collective action.
@nicknigro9671 Mar 4, 2025
It gets real when leaders start speaking out. We Americans are so misinformed as a whole these days. This has to speak to something! WAKE up MAGA, we need our country sane not separated. On …
It gets real when leaders start speaking out. We Americans are so misinformed as a whole these days. This has to speak to something! WAKE up MAGA, we need our country sane not separated. On the big stage we don’t look good as Americans. We’re too busy fighting each other.
Combines personal observation about American misinformation with urgent call to wake up and unite the country.
@2011d3stiny Mar 4, 2025
Join EU. It will work. ECU
Join EU. It will work. ECU
Urges Canada to join the EU, comparing Canada's situation to European integration as a solution.
@Hebhansen Mar 4, 2025
Get them out.
Get them out.
Brief demand for deportation of immigrants, expressing both a call to action and underlying threat/fear sentiment.
EC-WoW Feb 24, 2026
. To quote George Orwell " that men do not learn very much from the lessons of history is the most important of all the lessons that history has to teach ". Be wise , …
. To quote George Orwell " that men do not learn very much from the lessons of history is the most important of all the lessons that history has to teach ". Be wise , Be honest and DO NOT BE A SHEEP
Uses a historical quote to urge critical thinking and warns against conformity ('DO NOT BE A SHEEP'), functioning as a call to independent action.
AlexMcQueen-ce9tz Oct 9, 2025
#SAVECANADA #SAVEEUROPE
#SAVECANADA #SAVEEUROPE
Hashtag-based call to 'save' Canada and Europe, implying existential threat and mobilizing action.
copeloww Oct 5, 2025
Win for free speech!
Win for free speech!
Brief celebratory statement about free speech victory, implicitly supporting the video's message.
andiige Feb 3, 2026
You should investigate the Patel phenomenon, especially with hotels, gas stations, and smoke shops.
You should investigate the Patel phenomenon, especially with hotels, gas stations, and smoke shops.
Urges the video creator to investigate a specific ethnic group's business practices, framing it as a phenomenon worthy of scrutiny.
PhoenixPestControlTN Jan 27, 2026
#STANDCAN #FckTRUMP
#STANDCAN #FckTRUMP
Hashtag-based call to support Canada and opposition to Trump, with potential satirical tone in the hashtag format.
@MettaYetta Mar 4, 2025
WE BLAME TRUMP and nobody else!!!
WE BLAME TRUMP and nobody else!!!
Emphatic statement assigning blame to Trump, implicitly urging others to recognize and hold him accountable.
@charrio2 Mar 4, 2025
Next: cut the power. Leave them in the dark until they remove T, surrender to Guantanamo with his minions. \nCut the power to Walk Street, our dearest market fixers hooked on cocaine.
Next: cut the power. Leave them in the dark until they remove T, surrender to Guantanamo with his minions. \nCut the power to Walk Street, our dearest market fixers hooked on cocaine.
Commenter urges extreme actions (cutting power, removal of leadership) framed as resistance to perceived threats and corruption.
@gerardtheberge635 Mar 4, 2025
Go live in Canada
Go live in Canada
Dismissive directive telling someone to leave, implying they don't belong in Canada.
@freddiemoralez1536 Mar 4, 2025
Why don't you talk about England's invasion in India for 200 years? They stole everything, committed crimes...talk about them.
Why don't you talk about England's invasion in India for 200 years? They stole everything, committed crimes...talk about them.
The commenter is urging the video creator to address historical injustices, implicitly calling for different content coverage while invoking moral arguments about past wrongs.
happyd6145 Feb 4, 2026
time to bring I.C.E. to Canada yes
time to bring I.C.E. to Canada yes
References ICE (Immigration and Customs Enforcement) as a call to implement similar enforcement in Canada, combining threat rhetoric with advocacy for action.
FrankDiscussion-y1o Feb 4, 2026
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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)