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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 85 of 162
@robertedward7023 The channels you watch spoon fed you propaganda day and night. Try doing your own research for once in your life. Canada is making everything that goes into Fentanyl. They do NOT want our …
@robertedward7023 The channels you watch spoon fed you propaganda day and night. Try doing your own research for once in your life. Canada is making everything that goes into Fentanyl. They do NOT want our borders closed. Go see how much is really coming in from the northern border. It's not the 2% that they apprehend!!!! It kills 200 Americans PER DAY!!! EVERYDAY!!!
Makes specific factual claims about fentanyl production, border apprehension rates, and death statistics without evidence, combined with alarmism.
@n_baileyname2698 Mar 4, 2025
He should just say that Trump is a Russian agent.
He should just say that Trump is a Russian agent.
Suggests making an unsubstantiated accusation that Trump is a Russian agent.
@ishdenzel Mar 4, 2025
How come he avoided the ports in BC where the fentynol comes in on shipping containers, Trudeau is China's friend and family
How come he avoided the ports in BC where the fentynol comes in on shipping containers, Trudeau is China's friend and family
Makes specific factual claims about Trudeau avoiding BC ports and having ties to China without evidence, presenting conspiracy-adjacent assertions.
@kirkvantornhout1881 Mar 4, 2025
CNN, stop spreading nonsense, everyone knows that Trump does not care about border crossings and fentanyl otherwise he would work WITH Mexico/Canada. This is about him doing Russia’s bidding so we they have the climate …
CNN, stop spreading nonsense, everyone knows that Trump does not care about border crossings and fentanyl otherwise he would work WITH Mexico/Canada. This is about him doing Russia’s bidding so we they have the climate for favorable business dealings with the USA. It is all for Mother Russia!!
Presents conspiracy theory about Trump serving Russia's interests without evidence, framed as explanation for border policy.
@Doug-mu2ev Mar 4, 2025
Trump is a Russian asset...It's the only rational explanation...The Russians have already won...The markets the US is losing aren't coming back...
Trump is a Russian asset...It's the only rational explanation...The Russians have already won...The markets the US is losing aren't coming back...
Makes unsubstantiated claims about Trump being a Russian asset and predicts economic collapse without evidence.
@MrPough Mar 4, 2025
People forget more than half of Canada hates this man
People forget more than half of Canada hates this man
Makes an unverified statistical claim ('more than half of Canada hates this man') presented as fact without evidence.
@michaelleddy1578 Mar 4, 2025
do any Canadians remember this very low IQ Governor allowed his government to Seize your bank accounts for protesting an experimental jabbb and lockdown... now he calls the U President dumb.?? Y'all are about to …
do any Canadians remember this very low IQ Governor allowed his government to Seize your bank accounts for protesting an experimental jabbb and lockdown... now he calls the U President dumb.?? Y'all are about to find out really quickly why this person crosses his legs like a chick... he has no balls and will lose this fight.
Makes specific unverified claims about government seizure of bank accounts and questions leader's competence with inflammatory language.
@remygaz Mar 4, 2025
Canada has use all the help America gave them but America barely get anything in return
Canada has use all the help America gave them but America barely get anything in return
Makes an unsubstantiated claim about trade imbalance between Canada and America without supporting evidence.
@rafealrafeal6716 Mar 4, 2025
Not one person on the planet except Putin can trust Trump.
Not one person on the planet except Putin can trust Trump.
Presents a sweeping factual claim about global trust in Trump without evidence, a hyperbolic assertion presented as fact.
@serpico1616 Mar 4, 2025
Zelenski is the lying murderous dictator.
Zelenski is the lying murderous dictator.
Makes a specific factual claim about Zelenski's character and actions ('lying murderous dictator') presented without evidence or substantiation.
@seadragonrobert Mar 4, 2025
I agree Trump is being played by Putin!
I agree Trump is being played by Putin!
Asserts a specific factual claim (Trump is controlled by Putin) without evidence, presenting it as established fact.
@sandrahardy5418 Mar 4, 2025
They're all calling his bluff. It's over. Trumps administration is over. He has no power. It's Musk who's the president.
They're all calling his bluff. It's over. Trumps administration is over. He has no power. It's Musk who's the president.
Makes unsubstantiated claims that Trump has lost power and Musk is effectively president, presented as factual assertion.
@edwardwright2989 Mar 4, 2025
I think we might be making a mistake by saying that Trump is being played by Putin. I am beginning to believe more so that he is an agent of Russia with a sense of …
I think we might be making a mistake by saying that Trump is being played by Putin. I am beginning to believe more so that he is an agent of Russia with a sense of agency and the people being played are the people choosing to work for him.
Presents a specific factual assertion (Trump is a Russian agent) without evidence, framed as emerging belief.
@selftotjits Mar 4, 2025
We know Putin is a dictator and make NO mistake SO IS ZELENSKY!!
We know Putin is a dictator and make NO mistake SO IS ZELENSKY!!
Makes unsubstantiated assertion equating Zelensky with a dictator without evidence, presented as factual claim.
@Michellecastillo-q1c Mar 4, 2025
Trump wants Canada's resources, but doesn't want to pay for them. So, he's bullying them into becoming the 51st state. It seems pretty straightforward?
Trump wants Canada's resources, but doesn't want to pay for them. So, he's bullying them into becoming the 51st state. It seems pretty straightforward?
Commenter makes a specific factual claim about Trump's intentions (bullying Canada into statehood) presented without evidence, framed as conspiracy.
@aural_angst Mar 4, 2025
America is the new baby russia. America is officially a communist-run nation. This is what americans voted for. So enjoy america, you deserve it so well ???????
America is the new baby russia. America is officially a communist-run nation. This is what americans voted for. So enjoy america, you deserve it so well ???????
Makes unfounded factual claims that America is 'communist-run' without evidence, combined with alarmist framing.
@chinggop Mar 4, 2025
It is all lies. He uses fear and hate to bully our allies. He used fear and hate to win the election (and im not convinced they didnt actually cheat to win) and im not …
It is all lies. He uses fear and hate to bully our allies. He used fear and hate to win the election (and im not convinced they didnt actually cheat to win) and im not sure he even won. What a shit show. I love the movie millers crossing. I wish someone would take them on a long walk in the woods.
Makes unsubstantiated claims about election fraud and cheating without evidence, combined with expressions of alarm.
@morganjacob1195 Mar 4, 2025
Putin is using trump to destroy america and the bond with it's allys
Putin is using trump to destroy america and the bond with it's allys
Makes a specific conspiratorial claim that Putin is using Trump to destroy America and alliances without evidence.
@lucymbewe9038 Mar 4, 2025
TRUDOLPH, another f ing GLOBALIST OPEN BORDER DAVOS WEF Agenda driven puppet.
TRUDOLPH, another f ing GLOBALIST OPEN BORDER DAVOS WEF Agenda driven puppet.
Makes unsubstantiated claims about Trudeau being a 'globalist' puppet controlled by WEF/Davos without evidence, a common conspiracy theory.
@1fluffypuss Mar 4, 2025
Trump works for Putin, when you view things through that lense, it makes perfect sense.
Trump works for Putin, when you view things through that lense, it makes perfect sense.
Makes a specific factual assertion ('Trump works for Putin') presented without evidence, framed as explanatory framework.
@cubajonesie Mar 4, 2025
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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)