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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 135 of 162
Like how he ease in Putin as a dictator and Mur.... even though this got nothing to do with Putin and the people of Russia.
Like how he ease in Putin as a dictator and Mur.... even though this got nothing to do with Putin and the people of Russia.
Makes vague, unsubstantiated claims about Trudeau's relationship with Putin and an incomplete accusation without evidence.
@xcx23cwea65 Mar 4, 2025
Russian disinformation is about to hit the canadian right wing radio stations blaming Trudeau for all of this.
Russian disinformation is about to hit the canadian right wing radio stations blaming Trudeau for all of this.
Makes a specific claim about Russian disinformation targeting Canadian right-wing media without evidence, framed as a threat.
@PhillipV-qm4mf 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
Agree, this is to DUMB to be true. Is he in the pocket of Putin? This is on top of the miss-use of the Precedency to benefit from crypto freud. What a clown U have …
Agree, this is to DUMB to be true. Is he in the pocket of Putin? This is on top of the miss-use of the Precedency to benefit from crypto freud. What a clown U have in the White House
Makes unsubstantiated claims about Putin connections and crypto fraud without evidence, combined with alarmist language.
@dagha01 Mar 4, 2025
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
Tarrifs by Trump are to distract Americans while MAGA entrench themselves in federal government
Tarrifs by Trump are to distract Americans while MAGA entrench themselves in federal government
Makes a specific factual claim about Trump's tariff motivations without evidence, presented as conspiracy theory about distraction tactics.
@JohnDuran-f2p Mar 4, 2025
All governments just want to see their people broke. It’s all a lie and a scam
All governments just want to see their people broke. It’s all a lie and a scam
Makes a sweeping conspiratorial claim that all governments deliberately impoverish their people without evidence, framed as a scam.
@CountryCabinLivin Mar 4, 2025
Satan is in charge of The United States Of America .... Putin is in charge of Trump, Vance and Musk
Satan is in charge of The United States Of America .... Putin is in charge of Trump, Vance and Musk
Makes conspiratorial claims about Satan, Putin, and Trump without evidence, expressing apocalyptic threat perception.
@JDogg210 Mar 4, 2025
I think Traitor Don-the-Con is jealous of Trudeau, and Malanya's infatuation with him. I don't think that Trump's mafia wants interference in illegal drug controls, which reportedly are all over Narco Lago and among the …
I think Traitor Don-the-Con is jealous of Trudeau, and Malanya's infatuation with him. I don't think that Trump's mafia wants interference in illegal drug controls, which reportedly are all over Narco Lago and among the thugs there.
Makes specific factual claims about drug trafficking at Mar-a-Lago without evidence, combined with partisan identity framing.
@GM-cq6ez Mar 4, 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
Seeing it clearly now, Trump is doing this to kneecap canadian businesses so american billionaires can come in and buy them which in a recession economy will be super easy
Seeing it clearly now, Trump is doing this to kneecap canadian businesses so american billionaires can come in and buy them which in a recession economy will be super easy
Presents a conspiracy theory about Trump's motives to deliberately harm Canadian businesses without evidence.
@adampaterson8384 Mar 4, 2025
Not about fentanyl? Follow the money…
Not about fentanyl? Follow the money…
Presents an unsubstantiated conspiratorial claim that financial interests ('follow the money') are hidden behind the stated issue.
@CGKA2020 Mar 4, 2025
Didn't this George Soros lapdog resign? Why is he still here?
Didn't this George Soros lapdog resign? Why is he still here?
References unsubstantiated conspiracy theory linking the video subject to George Soros without evidence.
@ivygoode586 Mar 4, 2025
I hate every culture has a under 18 it’s gross
I hate every culture has a under 18 it’s gross
Vague, inflammatory claim about cultural groups and minors that appears to be a fabricated or exaggerated generalization without evidence.
pophome969 Jan 28, 2026
Don’t be fooled. Trump is doing this so that he can claim that US allies won’t trade fairly with them, and that opens the door for him to trade with russia and china. Trump is …
Don’t be fooled. Trump is doing this so that he can claim that US allies won’t trade fairly with them, and that opens the door for him to trade with russia and china. Trump is captured - period. I am a non-US and non-woke citizen.
Makes specific unsubstantiated claims about Trump's strategic motivations regarding Russia and China without evidence.
@SuperSoc27 Mar 5, 2025
Fentanyl coming in from Canada to the USA is 0.02 %. Soo... trump is lying about that. Truth is that Melania likes Justin Trudeau. He's younger and Much better looking than Old Man trump, And …
Fentanyl coming in from Canada to the USA is 0.02 %. Soo... trump is lying about that. Truth is that Melania likes Justin Trudeau. He's younger and Much better looking than Old Man trump, And THAT gets under trumps thin skin. Soo thats why he's trying to belittle Trudeau in front of America and Canada. If trump didn't have $$$$ ? No woman would give him a second look even. He looks like and talks like a Ditty Ole Pervert just like His Pal And Good Friend Geoffrey Epstein did leering at young woman. Soo that's why he's shooting off his poisoned mouth wanting Our Great Country as the 51st state. Canada's tougher than he thinks and he'll see that When the Going gets Tuff, Canadians stand up for Ourselves!!!
Presents specific factual claims (fentanyl statistics, personal allegations) without evidence, mixed with satirical commentary and moral judgment.
@FrederickZmarlak Mar 4, 2025
New world order baby hahaha fn enjoy
New world order baby hahaha fn enjoy
References conspiracy theory ('new world order') with sarcastic tone, blending unsubstantiated claim with satirical delivery.
dennismatthews8570 Aug 25, 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
President Trump wants to annex Canada that’s all.
President Trump wants to annex Canada that’s all.
States a specific factual claim about Trump's annexation intentions without evidence, expressing territorial threat.
@Dongnanjie Mar 4, 2025
I believe he is mentally ill, and nobody is calling it out.
I believe he is mentally ill, and nobody is calling it out.
Makes an unsubstantiated claim about a political figure's mental health without evidence, framed as a factual assertion.
@Mona-so6wf Mar 4, 2025
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Discourse Taxonomy

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Category Distribution

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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)