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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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Unverified Claim

3,221 comments
Page 153 of 162
Soon we gonna see 50%
Soon we gonna see 50%
Vague claim about a future demographic or statistical threshold ('50%') presented without context or evidence, suggesting alarmism.
@MrChand12 Mar 5, 2025
Canada might cut off electricity to half the united states for a few hours as a demonstration and wake up call.
Canada might cut off electricity to half the united states for a few hours as a demonstration and wake up call.
Presents a speculative scenario about Canada cutting electricity as a 'demonstration' without evidence, mixing unverified claim with threat framing.
@rajdhaliwal7646 Mar 4, 2025
It's bc Trump OWES HIS SOUL TO VCOMPANY STORE.... ?
It's bc Trump OWES HIS SOUL TO VCOMPANY STORE.... ?
Makes an unsubstantiated conspiracy claim that Trump is controlled by corporate interests without evidence.
@carol-h7s Mar 4, 2025
Castros love child and Zelenskyy are the dictators in this world. Go ahead and talk your talk. We in the US will no longer foot the bill for keeping Canada safe. Good luck Canada!
Castros love child and Zelenskyy are the dictators in this world. Go ahead and talk your talk. We in the US will no longer foot the bill for keeping Canada safe. Good luck Canada!
Makes unfounded claims (Trudeau is Castro's son, both are dictators) while asserting US superiority and expressing threat/withdrawal.
@edgarnewberry-cw4ld Mar 4, 2025
The current financial system will collapse. It is vorrupt and must be replaced, and Trump knows. Still part of his promise to drain/clean the swamp.
The current financial system will collapse. It is vorrupt and must be replaced, and Trump knows. Still part of his promise to drain/clean the swamp.
Makes an unsubstantiated claim about financial system collapse and attributes knowledge to Trump without evidence.
@charlenajean1401 Mar 4, 2025
Canada is American puppet
Canada is American puppet
Makes an unsubstantiated geopolitical claim about Canada's relationship to America without evidence.
harishparbhoo2968 Apr 16, 2025
Russian asset, *_Agent Orange_* has succeeded in the isolation and the beginning of the fall of the United States. \n_Trudeau did not only speak for Canada, _*_he spoke for the entire free world_*
Russian asset, *_Agent Orange_* has succeeded in the isolation and the beginning of the fall of the United States. \n_Trudeau did not only speak for Canada, _*_he spoke for the entire free world_*
Makes unsubstantiated claims about Trump being a 'Russian asset' and causing US decline, presented as fact without evidence.
@spoiltchild79 Mar 4, 2025
All by design.
All by design.
Vague conspiracy insinuation suggesting immigration is intentionally orchestrated without providing specifics or evidence.
tuckersdadnb Feb 18, 2026
Trump wants to bankrupt businesses so that he or his people can buy them.
Trump wants to bankrupt businesses so that he or his people can buy them.
Makes a specific factual claim about Trump's business motivations without evidence, presented as established fact.
@adelinabeganu Mar 4, 2025
Reporters keep saying that the deterioration of U.S. and Canada relationship is exactly what their adversaries want…. But they are getting this wrong. Trump and Putin are NOT adversaries! They are alleis! \nTrump is planning …
Reporters keep saying that the deterioration of U.S. and Canada relationship is exactly what their adversaries want…. But they are getting this wrong. Trump and Putin are NOT adversaries! They are alleis! \nTrump is planning to do to his neighbors exactly what Putin is doing to Ukraine. The USA is now a dictatorship just like Russia.
Makes specific factual claims about Trump-Putin alliance and US dictatorship without evidence, while comparing US and Russia.
@raphaelmoretti71 Mar 4, 2025
Mr. Trumps tariffs are designed to hurt global economics, such that it's easier for Putin to win in Europe.
Mr. Trumps tariffs are designed to hurt global economics, such that it's easier for Putin to win in Europe.
Makes a specific causal claim about Trump's tariffs being designed to benefit Putin without evidence.
@_general_error Mar 4, 2025
cant wait till someone goes for trump again and not miss. You guys have putin's buddy as a president. Theres something very wrong there. A Russian ally as president. People of USA got duped
cant wait till someone goes for trump again and not miss. You guys have putin's buddy as a president. Theres something very wrong there. A Russian ally as president. People of USA got duped
Makes unsubstantiated claims about Trump being a Russian ally and the U.S. being 'duped,' mixing conspiracy assertion with threat framing.
@Mike-s6u Mar 4, 2025
Trump is compromised by Putin and is so weak, he'll sell the US to save his skin
Trump is compromised by Putin and is so weak, he'll sell the US to save his skin
Makes specific unsubstantiated claims about Trump being compromised by Putin and willing to sell the US, presented as fact.
@stephenappleyard5467 Mar 4, 2025
20 thousands students from India missing
20 thousands students from India missing
Presents a specific numerical claim ('20 thousands students from India missing') without context or evidence, suggesting a factual assertion requiring verification.
SuckaDiversity Oct 3, 2025
Trump is wrong in this .... anyway they planned all this when Canada honored the international criminal court against Israel... on the record SC graham spoke in video about destroying Canada economy.... but Canada has …
Trump is wrong in this .... anyway they planned all this when Canada honored the international criminal court against Israel... on the record SC graham spoke in video about destroying Canada economy.... but Canada has two serious nations that will automatically back Canada.. the UK and it sphere AND France and it sphere.... the only problem is logistics But Denmark has the logistics solution.... anyway USA first started growing off track with bush jr ... he who started the downfall policies of usa ..
Contains unverified claims about planned economic destruction and alleged statements by politicians without evidence.
@hichamcitizen7471 Mar 4, 2025
USA is in bed with RUSSIA!!!!!!!
USA is in bed with RUSSIA!!!!!!!
Makes a specific factual claim about US-Russia collusion presented without evidence or elaboration.
@Actingbadly Mar 4, 2025
Alberta having the India BRATS over populated drug trafficking from India problem.
Alberta having the India BRATS over populated drug trafficking from India problem.
Makes unverified claims linking Indian immigrants to drug trafficking and overpopulation without evidence.
bff1586 Oct 23, 2025
If you arrest your political opponents murder your people your a dictator just like zalinski.
If you arrest your political opponents murder your people your a dictator just like zalinski.
Makes unsubstantiated claims about arresting political opponents and murdering people, comparing to another leader.
@golfguy6071 Mar 4, 2025
Comrade Donald, what do the Russians have on you?
Comrade Donald, what do the Russians have on you?
Presents an unsubstantiated conspiracy theory (Russians having leverage) framed as a sarcastic question.
@davidzavaglia5820 Mar 4, 2025
I think it is because djt wants to make Canada a state.
I think it is because djt wants to make Canada a state.
Presents a specific factual claim about Trump's intentions without evidence or source.
@JudyLongandStephenSellinger 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)