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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 120 of 162
This is a fact. Nicol Suarez is a man with a Yard who put it in a boy. That is the Fact.
This is a fact. Nicol Suarez is a man with a Yard who put it in a boy. That is the Fact.
Presents a specific factual claim about an individual (Nicol Suarez) without evidence or context, appearing to be an unsubstantiated assertion.
@johndunlavey8927 Mar 5, 2025
This can all be explained so easily, The Donald has changed sides, easy as can be.
This can all be explained so easily, The Donald has changed sides, easy as can be.
Makes a vague conspiratorial claim that Trump 'has changed sides' without providing evidence or explanation for this assertion.
@CecilJRhodes Mar 5, 2025
I am sure there is a lot more fentanyl detected going IN to Canada from the US, then going IN to the US from Canada
I am sure there is a lot more fentanyl detected going IN to Canada from the US, then going IN to the US from Canada
Makes a specific factual assertion about fentanyl flows between countries without evidence, while also comparing Canada-US drug trafficking patterns.
@edubeast-g9m Mar 4, 2025
I wonder what deal he made (Trump) with American armaments industry.
I wonder what deal he made (Trump) with American armaments industry.
Presents an unsubstantiated claim about Trump making a secret deal with the armaments industry without evidence.
@pascaleoffe9411 Mar 5, 2025
Chinese think this is a great thing
Chinese think this is a great thing
Makes unsubstantiated claim about Chinese approval of tariffs without evidence or explanation.
@hulililili Mar 5, 2025
He aligned with Russia because the US wants to take panama and Greenland by force , that's why the change in policy...
He aligned with Russia because the US wants to take panama and Greenland by force , that's why the change in policy...
Presents unsubstantiated conspiracy theory linking Russia alignment to US territorial ambitions without evidence.
@LatinSlav Mar 4, 2025
President Musk is pulling the strings of Dirty Donald
President Musk is pulling the strings of Dirty Donald
Makes an unsubstantiated factual claim about political manipulation without evidence.
@cliffmanty4113 Mar 4, 2025
Now that we called Trudy out he wants to keep his imagrants and drugs in Canada ?
Now that we called Trudy out he wants to keep his imagrants and drugs in Canada ?
Makes unsubstantiated claims linking immigration policy to drug problems without evidence.
@jasonthecontractor9470 Mar 4, 2025
The traitors in the Whitehouse along with all Republicans are doing this to destroy the United States for Russia and Putin
The traitors in the Whitehouse along with all Republicans are doing this to destroy the United States for Russia and Putin
Makes a specific conspiratorial claim about Republican coordination with Russia to destroy the US without evidence.
@W45Jasper Mar 4, 2025
Why? Bcos he wants Russia as an ally, not democracies. He admires Putin's ability to hold onto power and wants to learn from him so he can be a dictator too.
Why? Bcos he wants Russia as an ally, not democracies. He admires Putin's ability to hold onto power and wants to learn from him so he can be a dictator too.
Presents unsubstantiated claims about Trump's motivations and alleged desire to become a dictator without evidence.
@SallyBalfort Mar 4, 2025
Elon doesn’t like Canada. That’s why Trump is doing this bc his boss told him to? Everyone is acting like they don’t knw WHY?
Elon doesn’t like Canada. That’s why Trump is doing this bc his boss told him to? Everyone is acting like they don’t knw WHY?
Presents unsubstantiated claim that Elon Musk controls Trump's tariff decisions without evidence.
@solstyles1038 Mar 4, 2025
What this gentleman Justinder trudsingh is talking about Pres Putin, Justinder himself is a terrorist as he supports terrorism ,now US kicked hin in his ass ??? & look this shameless person is talking big …
What this gentleman Justinder trudsingh is talking about Pres Putin, Justinder himself is a terrorist as he supports terrorism ,now US kicked hin in his ass ??? & look this shameless person is talking big about US. My dear fellow Canadians kick this man out of office if you want peace peace in your life
Makes unsubstantiated accusations of terrorism and calls for removal from office based on unsupported claims.
@pankajbharali94 Mar 4, 2025
When Trudeau leaves....so too will the tarrifs \n\nTrump does not like Trudeau.\n\nOnce Trudeau is gone.....things will be much easier for Canadians.
When Trudeau leaves....so too will the tarrifs \n\nTrump does not like Trudeau.\n\nOnce Trudeau is gone.....things will be much easier for Canadians.
Presents a specific factual assertion (Trump dislikes Trudeau and tariffs will end when he leaves) without evidence to support the causal claim.
@DavidMcconnell-v3b Mar 4, 2025
His approval rating is at 34% by the way.
His approval rating is at 34% by the way.
Presents a specific factual claim (approval rating at 34%) without source or evidence, stated as assertion.
@Stoddardian Mar 4, 2025
US and Canada fighting is exactly what Trump did, because he wants to please his foreign masters. Scum bag!
US and Canada fighting is exactly what Trump did, because he wants to please his foreign masters. Scum bag!
Makes unsubstantiated claim that Trump deliberately sows discord to serve 'foreign masters,' presented as factual assertion without evidence.
@druwk Mar 4, 2025
Trump provoked this because he wants to take over Canada.
Trump provoked this because he wants to take over Canada.
Makes an unsubstantiated factual claim about Trump's territorial intentions toward Canada without evidence.
@WendyNelson-g9r Mar 4, 2025
Using the drug war to implement AI surveillance on us all…
Using the drug war to implement AI surveillance on us all…
Makes a specific factual claim about drug war being used for AI surveillance without evidence, combined with underlying threat framing.
@timothyproznick3867 Mar 4, 2025
Trump lies about everything.
Trump lies about everything.
Makes a sweeping factual assertion ('Trump lies about everything') without specific evidence or examples.
@kinnamangaming3216 Mar 4, 2025
USA has no allies...congress is a ZIONIST FILTH.
USA has no allies...congress is a ZIONIST FILTH.
Makes unsubstantiated claim that 'USA has no allies' and uses inflammatory language about Congress without evidence or context.
@monazaelahi919 Mar 4, 2025
Canada didn’t need to do all that stuff about Fentanyl. It’s a made up problem so Elon and Trump can destroy Americans and make us so poor that he can take over as dictator.
Canada didn’t need to do all that stuff about Fentanyl. It’s a made up problem so Elon and Trump can destroy Americans and make us so poor that he can take over as dictator.
Makes unsubstantiated conspiracy claims that fentanyl is fabricated and part of a plot for authoritarian takeover.
@CindymeCindy Mar 4, 2025
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Discourse Taxonomy

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Category Distribution

Primary discourse type assigned to each comment

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)