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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 159 of 162
Western governments running SCAMS😂 😂
Western governments running SCAMS😂 😂
Comment makes a vague conspiratorial claim about government scams with dismissive emoji tone, blending misinformation with satirical framing.
HellORhighwaters Feb 11, 2026
Trump supports the RUSSIANS! \nIs trump a traitor. \nTrump is hurting the stock market its the lowest since trump started.
Trump supports the RUSSIANS! \nIs trump a traitor. \nTrump is hurting the stock market its the lowest since trump started.
Makes specific factual claims about Trump's economic impact ('lowest stock market since trump started') without evidence, presented as fact.
@IamHisEcstasy Mar 4, 2025
You gave free drugs to Canadians you destroyed Canadian families USA's population is way too big to worry about all Canadian products
You gave free drugs to Canadians you destroyed Canadian families USA's population is way too big to worry about all Canadian products
Makes unsubstantiated claims about Canadian drug policy and family destruction without evidence, mixed with comparative framing.
@rimoxbrikha6558 Mar 4, 2025
Trump’s rich friends who can’t compete with Canada have paid Trump to make things more expensive, so they can gouge Americans with high prices we need to accept, because we now have no alternative.
Trump’s rich friends who can’t compete with Canada have paid Trump to make things more expensive, so they can gouge Americans with high prices we need to accept, because we now have no alternative.
Presents a specific conspiratorial claim about Trump's wealthy backers manipulating trade policy without evidence.
@CarlosCruz-cu1km Mar 4, 2025
export to EU, we also have the goods you need. Simple. Let go of that small country, untill they are grate again 4 years from now, after elections (if there ever be another one, in …
export to EU, we also have the goods you need. Simple. Let go of that small country, untill they are grate again 4 years from now, after elections (if there ever be another one, in trumpistan desunited states)\n\n\nHo, by the way, mister Zelensky will start peace talks with EU, WITHOUT INVITING UZA, and make a contract ripping of 50% of theyre resources for no reason or warranties and give alf of UZA to Canada ?
Contains fabricated or highly speculative claims about resource theft and political scenarios presented without evidence, mixed with alarmist framing.
@paulosaraiva4923 Mar 4, 2025
FSB agent Donald Trump
FSB agent Donald Trump
Makes an unsubstantiated factual claim that Trump is an FSB agent without evidence.
@juuhaa1 Mar 4, 2025
He’s been talking to our democrats
He’s been talking to our democrats
Makes an unsubstantiated factual claim about Trudeau communicating with Democrats without providing evidence.
@sport07-o2l Mar 5, 2025
To śmierdziele !!!!
To śmierdziele !!!!
Polish-language slur expressing xenophobic sentiment without substantive argument; appears to be inflammatory name-calling.
Duszan1Duszan Mar 2, 2026
You got to love the world economic forum
You got to love the world economic forum
Vague reference to WEF conspiracy theories commonly associated with false claims about immigration policy coordination, though context is ambiguous.
tryppaces420 Jan 27, 2026
Thought Castro child had resigned creep.
Thought Castro child had resigned creep.
Makes an unsubstantiated claim about Trudeau's resignation status without evidence.
@ColinC33 Mar 4, 2025
They made a special place near Toronto where they spread cremated remains into the waterway.
They made a special place near Toronto where they spread cremated remains into the waterway.
States a specific factual claim about cremation practices near Toronto without evidence, presented as problematic.
madelinebock6469 Aug 29, 2025
His Mistress always stands besides this ?
His Mistress always stands besides this ?
Makes an unsubstantiated personal claim about a political figure's relationship without evidence.
@gsoodhm Mar 5, 2025
The idea that Trump is+ve with Russia is wrong. Rest is Chris Allen's Greek encounter. Learn.?
The idea that Trump is+ve with Russia is wrong. Rest is Chris Allen's Greek encounter. Learn.?
Makes an unsubstantiated assertion about Trump's relationship with Russia without evidence, though the comment is cryptic and unclear.
@solapowsj25 Mar 4, 2025
wtf!!!!! some punjabians did not identifying as indian
wtf!!!!! some punjabians did not identifying as indian
Makes a potentially false or misleading claim about ethnic/linguistic identity and border operations.
Clipszaarr Jan 27, 2026
These people with a very low IQ as the person with the bike says happens to be 100% human people They are not Neanderthal men!
These people with a very low IQ as the person with the bike says happens to be 100% human people They are not Neanderthal men!
Makes pseudoscientific claims about intelligence and humanity, mixing incoherent grammar with false biological assertions.
VALDENEUS Jan 28, 2026
Is a.i. ruling the American idiocratie? Guns morrons racism anti socialism considered to be communism. Blackrock Opioids...
Is a.i. ruling the American idiocratie? Guns morrons racism anti socialism considered to be communism. Blackrock Opioids...
Makes vague, unsubstantiated claims about AI control, guns, racism, and corporate influence without evidence, presented as rhetorical questions.
@kimsonone Mar 4, 2025
The point is that it is not a trade war. Is is the war with real camps. Trudeau is in the camp of the ennemy
The point is that it is not a trade war. Is is the war with real camps. Trudeau is in the camp of the ennemy
Makes an unsubstantiated claim that Trudeau is aligned with an enemy and references 'real camps' without evidence.
@ericeric9419 Mar 4, 2025
This is retribution to all Americans for not electing him in 2019. Trump IS that kind of person.
This is retribution to all Americans for not electing him in 2019. Trump IS that kind of person.
Makes an unsubstantiated claim about Trump's motivations as retribution, with character assertion.
@cyclenut Mar 4, 2025
🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷
🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🕋🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷🇹🇷
Emoji spam with religious and national symbols appears to be inflammatory content or bot-like activity without substantive argument.
ÖmerAsafSarı-i9k5n Feb 11, 2026
Derka derka
Derka derka
Appears to be a mocking/stereotypical phrase with unclear intent, potentially offensive mockery or nonsensical spam.
CertiCH Jan 28, 2026
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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)