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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 138 of 162
Trump administration trying to make Americans refugees is what it looks like
Trump administration trying to make Americans refugees is what it looks like
Makes an unsubstantiated claim that Trump's policies would create American refugees without supporting evidence.
@analoggurl Mar 4, 2025
18000 ? only 4 985 000 to go . giddy up!!!!!
18000 ? only 4 985 000 to go . giddy up!!!!!
Implies a specific unsubstantiated number of undocumented immigrants (4.985M) requiring deportation without evidence.
seankirby1312 Dec 24, 2025
When Justin Trudeau went to India and played dress up a few years ago I can only imagine what sort of deals he was making for Canadian corporations
When Justin Trudeau went to India and played dress up a few years ago I can only imagine what sort of deals he was making for Canadian corporations
Makes speculative claim about undisclosed deals between PM and corporations without evidence.
Bigern2998 Oct 1, 2025
With everything happening in crypto, Trump’s reckless trade war only worsened global instability.\n\nHis leadership relied more on branding, risk-taking, and debt management than genuine financial success. \nHe faced massive losses, multiple bankruptcies, and leveraged tax …
With everything happening in crypto, Trump’s reckless trade war only worsened global instability.\n\nHis leadership relied more on branding, risk-taking, and debt management than genuine financial success. \nHe faced massive losses, multiple bankruptcies, and leveraged tax loopholes. \nRather than a self-made mogul, his wealth was propped up by debt, branding, and media influence.\n\nIn the early 1990s, heavy debts led to several Trump business bankruptcies, including three Atlantic City casinos and the Plaza Hotel.\nBy 1995, he reported a $916 million tax loss, potentially allowing him to avoid federal income taxes for up to 18 years.\n\nSigh, standby for tough times. #hopium
Presents specific factual claims about Trump's bankruptcies and tax losses without citations, though some are historically documented.
@paul.benedict.zachariah Mar 4, 2025
It makes a lot of sense. Trump love Putin because Putin owns him.
It makes a lot of sense. Trump love Putin because Putin owns him.
Makes a specific factual claim about Trump-Putin relationship ('Putin owns him') presented without evidence.
@douglasdavis7602 Mar 4, 2025
So what does Putin have on Trump? It must be pretty disgusting to prompt this sort of insane behaviour.
So what does Putin have on Trump? It must be pretty disgusting to prompt this sort of insane behaviour.
Presents an unsubstantiated claim about Putin having compromising information on Trump without evidence.
@steveryland2559 Mar 4, 2025
Zafar the name says it all. They are not looking.
Zafar the name says it all. They are not looking.
Makes an unsubstantiated claim that a person with a particular name ('Zafar') is not genuinely seeking something, implying deception based on identity.
NoxiousYT-HQ Sep 30, 2025
It wouldn’t have cost this much to deal with this had the liberal government allowed so many terrorists in at the beginning. Don’t forget the 2 Isis fighters caught in summer of 2023 who were …
It wouldn’t have cost this much to deal with this had the liberal government allowed so many terrorists in at the beginning. Don’t forget the 2 Isis fighters caught in summer of 2023 who were given papers to come into Canada in 2016 by none other than this very liberal government. Immigration minister Marc miller who is still a cabinet mp in a different position
Makes claims about ISIS fighters and immigration minister approval that require verification; blames liberal government for security failures.
krism1815 Feb 18, 2026
You can easily find them at tim Hortons or gas stations
You can easily find them at tim Hortons or gas stations
Vague assertion about finding 'them' at specific locations without context or evidence.
James-z3x2n Jan 12, 2026
The world hates the USA?
The world hates the USA?
Presents a broad factual claim about global sentiment toward the USA without evidence, framed as a question.
@Kathryngetman Mar 4, 2025
Canadians should be glad they are even let in. All the drug smuggling is coming from the north. Our military is blowing up boats at the south. Nothing is getting in at the southern border. …
Canadians should be glad they are even let in. All the drug smuggling is coming from the north. Our military is blowing up boats at the south. Nothing is getting in at the southern border. So if there is drugs in America, it can only come from the north. Our so called friendS from Canada. Wasn't a Canadian Olympian the biggest drug smuggler caught?
Makes specific factual claims about drug smuggling from Canada without evidence, framing Canadians as a security threat.
americaamerica8579 Dec 10, 2025
? sorry but this is fake news we are not divided
? sorry but this is fake news we are not divided
Dismisses the video as 'fake news' and makes a blanket false claim about national division without evidence.
MarisB-o1w Feb 13, 2026
Russia is not the enemy. US started this war!
Russia is not the enemy. US started this war!
Makes a factual assertion about geopolitical causation without evidence.
@tagimirzoyeva80 Mar 4, 2025
Yes Trump is definitely being played by Putin
Yes Trump is definitely being played by Putin
Makes a specific factual assertion about Trump being controlled by Putin without providing evidence, characteristic of conspiracy-adjacent claims.
@dianeaalders2520 Mar 4, 2025
First Nick the Scout, then Tyler the Provocator and at last NO ICE in Beautiful Canada.
First Nick the Scout, then Tyler the Provocator and at last NO ICE in Beautiful Canada.
References to named individuals with cryptic framing suggesting conspiracy theories about immigration and Canadian institutions.
creosl Jan 27, 2026
canada goverment wants this to happen
canada goverment wants this to happen
Makes an unsubstantiated claim that the Canadian government intentionally caused immigration issues without providing evidence.
ShitboxNation Jan 27, 2026
When will Justinder Singh and Hugmeet Singh sent
When will Justinder Singh and Hugmeet Singh sent
Incomplete statement appears to make an unsubstantiated claim about specific individuals without evidence.
Arander-c8e Dec 25, 2025
India is like Zionist Israel which wants to control all aspects of life
India is like Zionist Israel which wants to control all aspects of life
Makes a sweeping, unsubstantiated comparison between India and Israel using inflammatory language.
IvanCuex Feb 23, 2026
I think the king is trying to hurt America to get back at the Democrats
I think the king is trying to hurt America to get back at the Democrats
Makes a specific factual claim about political motivation without evidence.
@bernardjones5950 Mar 4, 2025
Well Canada is already talking about cancelling their election. Also Home Builders’ Association just said that Canada’s own counter TARIFFS will have a greater negative impact on Canada.
Well Canada is already talking about cancelling their election. Also Home Builders’ Association just said that Canada’s own counter TARIFFS will have a greater negative impact on Canada.
Presents specific factual claims (election cancellation, tariff impacts) without evidence, mixed with policy criticism.
@ChrisCommenting 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)