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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 137 of 162
Sure seems like the fall was by design. 🤔
Sure seems like the fall was by design. 🤔
Implies a conspiracy theory about intentional policy failure without evidence, using suggestive language.
grandmufftwerkin9037 Feb 17, 2026
The American people want good things for themselves, but they are the factor of crimes themselves from drugs and othercircumstances becauseoftheirfruitless djt.
The American people want good things for themselves, but they are the factor of crimes themselves from drugs and othercircumstances becauseoftheirfruitless djt.
Makes an unsubstantiated claim linking American crime to Trump's policies without providing evidence or clear causal logic.
@EarlFlores-r4u Mar 4, 2025
This is part of something bigger, Trump is deliberately trying to crash the world economy across
This is part of something bigger, Trump is deliberately trying to crash the world economy across
Makes an unsubstantiated claim that Trump is deliberately attempting to crash the global economy.
@NilsAC Mar 4, 2025
Is sad that Americans are too numb, too blinded to see that their president is in fact a russian asset
Is sad that Americans are too numb, too blinded to see that their president is in fact a russian asset
Makes a specific factual claim that the US president is a Russian asset without evidence, presented as fact.
@mauriciogoncalves4605 Mar 4, 2025
BTW: didn‘t US-doctors give out for a very long time Fentanol like candy for anyone with any amount of pain? Why was that not regulated sooner, if it is even regulated now? Which US-Family profits …
BTW: didn‘t US-doctors give out for a very long time Fentanol like candy for anyone with any amount of pain? Why was that not regulated sooner, if it is even regulated now? Which US-Family profits from that? And I bet that Trump is a shareholder there too.
Raises unsubstantiated claims about US pharmaceutical regulation and Trump's alleged financial interests without evidence.
@lillic8522 Mar 4, 2025
this is what Russia does
this is what Russia does
Makes an unsubstantiated claim equating Canadian policy to Russian tactics without evidence or elaboration.
@MilaRealty Mar 4, 2025
We are with you Trudeau! America is being hijacked by our oligarchy and they are obviously targeting your country for resources to take willingly or unwillingly
We are with you Trudeau! America is being hijacked by our oligarchy and they are obviously targeting your country for resources to take willingly or unwillingly
Expresses support for Trudeau while making an unsubstantiated claim about American oligarchy targeting Canada for resources.
@ParagonShepard Mar 4, 2025
There are all scammers. No they can’t find them they’re all over Canada.
There are all scammers. No they can’t find them they’re all over Canada.
Makes unsubstantiated claims that 'all' are scammers and scattered throughout Canada without evidence.
joehustler7277 Sep 29, 2025
WEF and all part of "the plan"...
WEF and all part of "the plan"...
References WEF conspiracy and vague 'the plan' without evidence, suggesting deliberate coordinated action.
rowdied9829 Jun 19, 2025
It was the same 20 years ago..but recently the authorities became more and more greedy as immigrants brought in money to prop up their economy without any hard work.😮
It was the same 20 years ago..but recently the authorities became more and more greedy as immigrants brought in money to prop up their economy without any hard work.😮
Asserts without evidence that authorities are 'greedy' and that immigrants are brought in primarily for economic extraction rather than contribution.
maxcardoz5851 Jun 20, 2025
Of course, the legacy corporate media is all about filling as much time as possible distracting/diverting from the crux of the matter, the underlying major F__KING PROBLEM—trump destroying the economy and security ON PURPOSE under …
Of course, the legacy corporate media is all about filling as much time as possible distracting/diverting from the crux of the matter, the underlying major F__KING PROBLEM—trump destroying the economy and security ON PURPOSE under the direction of PUTIN. But hey, let’s focus on how dumb his actions are, not WHY.
Makes specific factual claims about Trump's intentional economic destruction and Putin's direction without evidence.
@vickblack72 Mar 4, 2025
Ragebait!! trump nd castro's son both work for same small group
Ragebait!! trump nd castro's son both work for same small group
Asserts a conspiracy theory linking Trump and Trudeau to a shadowy group without evidence, while also critiquing the video as inflammatory.
@MrMap-v5g Mar 4, 2025
Only now!! Ask Trudeau and Khalistani.
Only now!! Ask Trudeau and Khalistani.
Makes vague accusatory claims about Trudeau and 'Khalistani' without evidence, framed as a factual assertion.
chrissingh4730 Sep 29, 2025
Trump wants the resources.
Trump wants the resources.
Makes a bare assertion about Trump's motivations ('wants the resources') presented as fact without supporting evidence.
@edj2745 Mar 4, 2025
You should also make a video on the Italian invastion of the Ontario government in Canada. They've captured the goverment and are given tens of billions in government contracts and grants, back-door deals, and heads …
You should also make a video on the Italian invastion of the Ontario government in Canada. They've captured the goverment and are given tens of billions in government contracts and grants, back-door deals, and heads up on projects (413 highway) before the public knows so Italians can buy up all the land. Check out the companies that received funding from the Skills and Development fund. Mostly Italian companies and donors to his government. It's also ironic, because this government lobbied for more and more immigrants and opened up scam colleges to bring immigrants in and exploit them for low wages. But na, let's ignore all that and blame immigrants for everyone's problems.
Presents conspiracy-theory-like allegations about Italian government capture and corruption without evidence, though framed as policy critique.
Dholi1 Mar 1, 2026
It’s the signs of the times. Trump will be our last president. Be aware the mark of the beast is here in some countries already. Hold true Christians to our faith in Jesus
It’s the signs of the times. Trump will be our last president. Be aware the mark of the beast is here in some countries already. Hold true Christians to our faith in Jesus
Makes apocalyptic claims about Trump being the last president and the mark of the beast being present, presented as factual assertions without evidence.
@sheilalortie5570 Mar 4, 2025
All planned wakeup.
All planned wakeup.
Vague conspiracy theory assertion without evidence that immigration policy is 'planned' manipulation.
followurheart1 Oct 11, 2025
We got a dictator here too and the biggest lair in Canadian history
We got a dictator here too and the biggest lair in Canadian history
Makes inflammatory unsubstantiated claims calling Canadian leadership a 'dictator' and 'liar' without evidence.
@NicholasPittman-n4k Mar 4, 2025
Trump has got to be in deep with Russia. This makes no sense except to please our adversaries.
Trump has got to be in deep with Russia. This makes no sense except to please our adversaries.
Makes an unsubstantiated claim about Trump's relationship with Russia without evidence.
@spaceshantynow1851 Mar 4, 2025
They don't want to talk about the stalking, harassment and sexual assaults against women. Even our news is covering for them, a punjabi sikh man literally threatened some girl with a replica gun and when …
They don't want to talk about the stalking, harassment and sexual assaults against women. Even our news is covering for them, a punjabi sikh man literally threatened some girl with a replica gun and when he got arrested, his bag had 3 bundles of rope, 2 carving knives, and 2 rolls of duck tape. Make sure people learn the actual truth, this surface level journalism always leaves these questions unanswered. I will tell you the answer, and it is a Yes!
Presents specific anecdotal evidence of a crime and makes unsubstantiated claims about media cover-ups and systemic patterns without evidence.
azurespectrum1985 Jan 27, 2026
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Classifier Confidence

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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)