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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
Bernie is liar
Bernie is liar
Makes a factual accusation ('Bernie is liar') without evidence or context, though extremely brief.
@Peace-q3k 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
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
thanks them that they are not niggs.
thanks them that they are not niggs.
Contains a racial slur and appears to make a false or incoherent claim about immigrants, combining offensive language with unclear factual content.
Aayushmaan-u8x Jan 27, 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
Donald Trump has been compromised, he has been bought and paid for by Putin the Russian empire. He has no business being in the oval office let's start the impeachment process now. Donald Trump is …
Donald Trump has been compromised, he has been bought and paid for by Putin the Russian empire. He has no business being in the oval office let's start the impeachment process now. Donald Trump is cashing in on the American presidency with Russia. I'm sure we'll find out down the road that he's been taking payoffs from the Russian government for a long time. I'm sure Putin's got plenty of dirt on Donnie.
Makes multiple unsubstantiated claims about foreign influence and corruption without evidence, presented as factual assertions.
@markg6473 Mar 4, 2025
You missed to cover another branch in this story. There is this whole Khalistan-Indians thing that is going on.
You missed to cover another branch in this story. There is this whole Khalistan-Indians thing that is going on.
References a specific geopolitical claim ('Khalistan-Indians thing') without evidence, framed as missing coverage in the video.
LR-jv2zd Sep 19, 2025
America was a great country and then Zionists came
America was a great country and then Zionists came
Makes a vague conspiratorial claim attributing America's decline to 'Zionists' without evidence, combining identity framing with unsubstantiated assertion.
@hameezahamed2719 Mar 4, 2025
Update!!!! Dude on the bike was arrested and charged for being honest. Oh canada 🍁
Update!!!! Dude on the bike was arrested and charged for being honest. Oh canada 🍁
Makes a vague, unsubstantiated claim about arrest for 'being honest' with sarcastic tone, likely referencing a conspiracy theory or false narrative.
Craig-777 Jan 29, 2026
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
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
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
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
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
Mr. Trudeau the fentanyl is full of bullshit and every estate of the United States they are factories of fentanyl this so called billionaires the only thing they try to do is pretend they can …
Mr. Trudeau the fentanyl is full of bullshit and every estate of the United States they are factories of fentanyl this so called billionaires the only thing they try to do is pretend they can get away with everything. I don’t understand why the people in United States the letter get away so easy. The most danger is musk you have the right to take him the citizenship as a Canadian. We hear in United States support\n Canada days don’t last too long when people get pissed off things happen
Makes specific factual claims about fentanyl factories and billionaires without evidence, combined with vague threat language about consequences.
@patriciogarces3544 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
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
Fentanyl is a flashpoint. You cant take it out on the 99.9999% of the Canadian population who have nothing to do with it. \nClearly its meant to exert pressure on the Dominion, so that a …
Fentanyl is a flashpoint. You cant take it out on the 99.9999% of the Canadian population who have nothing to do with it. \nClearly its meant to exert pressure on the Dominion, so that a province cries uncle and bolts.\nI wonder if America, in order to compete with BRICS, is faced with its own existential crisis. Expand or die. Is that way off base?
Makes unsubstantiated claims about fentanyl being used as political pressure and speculates about US geopolitical motives without evidence.
@CoolDude-yp9jt 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
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
« Prev 134 / 162 Next »

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Discourse Taxonomy

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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)