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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 124 of 162
It's BLACKMAIL!
It's BLACKMAIL!
Makes an unsubstantiated claim that actions constitute blackmail without providing evidence.
@ingridsuhr993 Mar 4, 2025
they are acting like the bad drivers is because people aren't "focused". no they have fraud licenses LMAO
they are acting like the bad drivers is because people aren't "focused". no they have fraud licenses LMAO
Makes an unsubstantiated claim about 'fraud licenses' as explanation for bad driving, presenting it as fact.
kcvswrld Jan 27, 2026
Trumps word is as good as Putins
Trumps word is as good as Putins
Makes a comparative claim equating Trump's trustworthiness to Putin's without evidence, presenting it as factual assertion.
@ksalhoff Mar 4, 2025
Putin's puppets have marching orders to divide our country, trash our economy, destroy our security, remove us from NATO to eliminate allied relationships. Then Donald can just hand over Ukraine to a murderous thug named …
Putin's puppets have marching orders to divide our country, trash our economy, destroy our security, remove us from NATO to eliminate allied relationships. Then Donald can just hand over Ukraine to a murderous thug named Putin. Pretty much on track, I'd say. They have been bought and sold their souls to the devil.\n\nI support Canada and hope they continue to stand up to the bullies. It breaks my heart that enough people voted for an adjudicated rapist, 34x convicted felon, conman, pathological liar, malignant narcissist grifter who is now calling the shots. He is Putin's puppet... pure and simple, Donald's a traitor!
Presents multiple unverified conspiratorial claims about Trump being Putin's puppet and deliberately sabotaging NATO/Ukraine, combined with moral condemnation.
@joanies6778 Mar 4, 2025
Wall Street journal ?? they are democrat and are ready to make down the market just to oppose any Trump decision! We know that the market is a corrupt world and manipulation!
Wall Street journal ?? they are democrat and are ready to make down the market just to oppose any Trump decision! We know that the market is a corrupt world and manipulation!
Makes unsubstantiated claims about Wall Street Journal bias and market manipulation without evidence.
@lillecitadelle1588 Mar 4, 2025
Driving licence 15$ in India get for half hour all support by Canada goverment,free Aparment,paid Bills and money!! Canada resident must hard work and pay tax for that!!
Driving licence 15$ in India get for half hour all support by Canada goverment,free Aparment,paid Bills and money!! Canada resident must hard work and pay tax for that!!
Makes exaggerated or false claims about government benefits for immigrants while Canadian citizens work harder.
dalmatiandevilTV Jan 27, 2026
So sad Trump has chosen Putin
So sad Trump has chosen Putin
Unsubstantiated claim that Trump has chosen Putin, presented as factual assertion without evidence.
@jordan5469 Mar 4, 2025
100 K of Indian ppl with fake certificates were caught in Australia 😂
100 K of Indian ppl with fake certificates were caught in Australia 😂
Unverified claim about fake certificates with laughing emoji; likely exaggerated or false statistic presented as fact.
Amjan-b7g Jan 27, 2026
Harris also said our border was always closed and secure :))
Harris also said our border was always closed and secure :))
Presents a specific factual claim about Harris's border statements without evidence, implying contradiction or falsehood.
@kalilax1 Mar 4, 2025
Trafficker is not only bad in english but also has low iq, with your voice (Tylers) clearly says your are American, he is total dumb not thinking its a trap. Lol, Canadian punjabi's lol
Trafficker is not only bad in english but also has low iq, with your voice (Tylers) clearly says your are American, he is total dumb not thinking its a trap. Lol, Canadian punjabi's lol
Makes derogatory claims about intelligence and nationality while containing incoherent accusations, mixing false generalizations with identity-based attacks.
Srinivas-vf6lz Jan 28, 2026
@3:51 companies actual get subsidized for hiring immigrants. My aunty actually wrote her name down on her resume as Indian sounding and she got an interview right away! lol
@3:51 companies actual get subsidized for hiring immigrants. My aunty actually wrote her name down on her resume as Indian sounding and she got an interview right away! lol
Presents an anecdotal story as evidence of hiring discrimination/subsidies, mixing personal narrative with an unverified claim about corporate hiring practices.
leifrace1496 Jan 27, 2026
This is win win for both Canadian and American politicians they basically evened out the playing field and now both citizens from both countries will have to pay more for things. Easy way to trick …
This is win win for both Canadian and American politicians they basically evened out the playing field and now both citizens from both countries will have to pay more for things. Easy way to trick the citizens we lose they win. They are all in this game together popping bottles and partying.
Presents unsubstantiated conspiracy claim that politicians deliberately collude to harm citizens while enriching themselves, without evidence.
@Matucks Mar 4, 2025
impeach Trump right now, he is doing it to damage USA and whole Western world... Putin is controlling him
impeach Trump right now, he is doing it to damage USA and whole Western world... Putin is controlling him
Makes unsubstantiated claims about Trump's motives and Putin's control, while also calling for impeachment action.
@jaykassing4908 Mar 4, 2025
But the Sackler Family America's drug cartel aren't terrorist
But the Sackler Family America's drug cartel aren't terrorist
Makes a specific factual assertion (Sackler Family as 'drug cartel' not labeled terrorist) without evidence, implying government inconsistency.
@laylow597 Mar 4, 2025
Wake up Americans. Trump is a RUSSIAN ASSET operating from the seat of US power. He is sabotaging America for personal gain of the most ridiculous kinds.
Wake up Americans. Trump is a RUSSIAN ASSET operating from the seat of US power. He is sabotaging America for personal gain of the most ridiculous kinds.
Makes specific factual claims about Trump being a Russian asset without evidence, combined with threat framing about sabotage.
@griponreality254 Mar 4, 2025
Trump's an a$$hole and a criminal who's had ties with Russia since the 80's. He may not be a spy but he talks like he's definitely an asset. His supporters need to wake up. Woke …
Trump's an a$$hole and a criminal who's had ties with Russia since the 80's. He may not be a spy but he talks like he's definitely an asset. His supporters need to wake up. Woke is being aware when your president is working for another country.
Makes unsubstantiated claims about Trump's ties to Russia since the 1980s and being a Russian asset without evidence.
@ninabishop8634 Mar 4, 2025
This the same school teacher take took peoples bank accounts and arrested them for resisting unnecessary medical procedures….. sit down down little Just
This the same school teacher take took peoples bank accounts and arrested them for resisting unnecessary medical procedures….. sit down down little Just
Makes unsubstantiated claims about a school teacher seizing bank accounts and arresting people for resisting medical procedures.
@nickw8071 Mar 4, 2025
Its not the government that “allows” it, its the bankers
Its not the government that “allows” it, its the bankers
Conspiracy theory claiming bankers rather than government control immigration policy, a common unfounded claim.
yknows3158 Jan 28, 2026
As of April 2024, Canada owed the United States $328.7 billion, making it the fourth largest foreign owner of US debt.
As of April 2024, Canada owed the United States $328.7 billion, making it the fourth largest foreign owner of US debt.
Presents a specific factual claim about Canada's debt to the US with a precise figure and ranking, stated without source.
@JMc1125 Mar 4, 2025
We’re listen to Faked news CNN and faked General
We’re listen to Faked news CNN and faked General
Makes unsubstantiated claims about CNN being 'faked news' and references a 'faked General' without evidence.
@derricknguyen146 Mar 4, 2025
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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)