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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 134 of 162
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
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
Of course, this will hurt the US and Canada... just like the threat of tariffs against the EU will hurt us even more and all of Europe... that's the point. It's great for Russia. And …
Of course, this will hurt the US and Canada... just like the threat of tariffs against the EU will hurt us even more and all of Europe... that's the point. It's great for Russia. And that's the total point. It's an attempt to align the US with Russia and weaken everyone else in the process. Trump and his stooges are betting the US economy can hold out while hurting everyone else to help good old Putin and his goals. It's always been about Russia.
Makes specific conspiratorial claims about Trump's alignment with Russia and intentional economic sabotage without evidence, framed as geopolitical threat.
@timothyyoung2962 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
Trump is trying to justify invading Canada. Putin is teaching him.
Trump is trying to justify invading Canada. Putin is teaching him.
Makes a specific factual claim about Trump's invasion intentions and Putin's influence without evidence, presented as fact.
@shaunnashandro Mar 4, 2025
They are all now working everywhere go to dollarama tim hortons poppoye no frills selling offering credit cards domino pizza concierge and also inside pearson airport
They are all now working everywhere go to dollarama tim hortons poppoye no frills selling offering credit cards domino pizza concierge and also inside pearson airport
Makes a sweeping factual claim about immigrants working in specific retail/service sectors without evidence, presented as observation.
angeloaquinovlog1754 Sep 28, 2025
It’s a shame we have such a POS as a leader in America definitely a Russian asset
It’s a shame we have such a POS as a leader in America definitely a Russian asset
Makes unsubstantiated claim that the US leader is a Russian asset without evidence.
@jim-s3v9f Mar 4, 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
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
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
Simple....lib/ccp/wef
Simple....lib/ccp/wef
Cryptic assertion linking liberals, CCP, and WEF without evidence, suggesting conspiracy without substantiation.
DPRAE Aug 29, 2025
Trump is Putins greatest creation ! Trump supporters how do you still pretend he stands for MAKE AMERICA GREAT. we look weak, stupid and risky investment !
Trump is Putins greatest creation ! Trump supporters how do you still pretend he stands for MAKE AMERICA GREAT. we look weak, stupid and risky investment !
Unsubstantiated claim that Trump is Putin's creation, combined with moral critique of Trump supporters.
@knightwarffxi5252 Mar 4, 2025
Lemme guess, the felon will bribe the farmers again just like he did during his first term.
Lemme guess, the felon will bribe the farmers again just like he did during his first term.
Makes a specific factual assertion ('the felon will bribe the farmers') presented without evidence as a prediction.
@mannym1171 Mar 4, 2025
CNN got one thing wrong. They refer to Russia as an adversary. It's clear that we've changed sides.
CNN got one thing wrong. They refer to Russia as an adversary. It's clear that we've changed sides.
Makes unsubstantiated claim that US has 'changed sides' regarding Russia without evidence.
@nancyrhm2094 Mar 4, 2025
Fentanyl drug is just an excuse. Trump wants money and minerals that's all
Fentanyl drug is just an excuse. Trump wants money and minerals that's all
Asserts without evidence that fentanyl is a pretext and that Trump's real motivation is resource extraction.
@sebkeccu4546 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
TranSSgenda 2o3o in full effect... SOme theory aye??
TranSSgenda 2o3o in full effect... SOme theory aye??
Vague conspiracy-theory-like comment suggesting a hidden agenda ('TranSSgenda 2030'), lacking factual basis.
rinuz2320 Jan 29, 2026
These people are so dumb that they need to pay 6,000 to be taken across the largest unmanned border on earth.
These people are so dumb that they need to pay 6,000 to be taken across the largest unmanned border on earth.
Makes a dehumanizing generalization about migrants using inflammatory language without substantiation.
AutarkyMan Jan 27, 2026
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
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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)