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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 141 of 162
American here. It's obvious Trump is a traitor and a Russian agent who is following orders from Putin to dismantle the US government, and destabilize/destroy all Western alliances. It shouldn't be a surprise: Trump has …
American here. It's obvious Trump is a traitor and a Russian agent who is following orders from Putin to dismantle the US government, and destabilize/destroy all Western alliances. It shouldn't be a surprise: Trump has had dealings with Russian oligarchs for the past 40 years. Trump is a clear and present danger to the US, the West, and the world. He will probably be the cause of World War 3 since he has put the US on the side of Russia - which destabilizes the entire world order.
Makes specific unsubstantiated claims about Trump being a Russian agent and traitor, combined with apocalyptic threat language about World War 3.
@ets5697 Mar 4, 2025
Its donald trump and president elon musk causing this problems folks.
Its donald trump and president elon musk causing this problems folks.
Makes an unsubstantiated causal claim that Trump and Musk are causing Canada's immigration problems without evidence.
@billwilliams6316 Mar 4, 2025
Dumb Drumpf! So obsessed with fentanyl as an excuse for imposing tariffs on Canada -then tell me why did he release the America's kingpin from jail after serving less than 10 years after being handed …
Dumb Drumpf! So obsessed with fentanyl as an excuse for imposing tariffs on Canada -then tell me why did he release the America's kingpin from jail after serving less than 10 years after being handed down a sentence of 80 years! Max Butler was a master at drug dealings of any kind you could imagine making 1.2 billion dollars including 4-5 murders. This was cyber crime in the dark web used as a tool to commit these crimes which had eluded authorities. How many other people had died because of him. Now he's free!
Makes specific factual claims about a released criminal (Max Butler) without verification, using it to critique Trump's drug policy rhetoric.
@alharmonica546 Mar 4, 2025
Trump's idea for Ukraine is for them to end the war by them giving all the land up to Russia! and for America\nto have all there meneral rights!!!
Trump's idea for Ukraine is for them to end the war by them giving all the land up to Russia! and for America\nto have all there meneral rights!!!
The comment presents specific unverified claims about Trump's Ukraine policy and alleged mineral rights extraction without evidence, framed as factual assertions.
@jackiesmith2710 Mar 4, 2025
Russia was never our enemy. Its fukcing NATO
Russia was never our enemy. Its fukcing NATO
Asserts Russia was never America's enemy and blames NATO, presenting geopolitical claims without supporting evidence.
@Hellspawn1212 Mar 4, 2025
Trump will shut down the tariffs, and call it a success.
Trump will shut down the tariffs, and call it a success.
Speculative prediction about Trump's tariff strategy presented as factual assertion without evidence.
@jamesnini8475 Mar 4, 2025
The world and over 50% of Americans support and stand with you !
The world and over 50% of Americans support and stand with you !
Makes an unsubstantiated statistical claim ('over 50% of Americans') to assert widespread support without evidence.
@hotttt28 Mar 4, 2025
Governor Trudeau will put in less then month
Governor Trudeau will put in less then month
Makes a specific factual prediction about Trudeau's removal from office without evidence or substantiation.
@WilbertDenetdale Mar 4, 2025
It's not Putin that Trump is appeasing, it is Musk and the tech billionaires
It's not Putin that Trump is appeasing, it is Musk and the tech billionaires
Makes a specific factual assertion about Trump's motivations ('appeasing Musk and tech billionaires') without supporting evidence.
@geometricsphereuniversalin7043 Mar 4, 2025
You mean you only catch 1% ?
You mean you only catch 1% ?
Presents a specific factual claim (catching only 1% of something) without evidence, likely about immigration enforcement.
@dannypayne208 Mar 4, 2025
So Putin lied …. I mean Putins Bit ch lied about imposing tariffs if Canada and Mexico didn’t do something about the flow of fentanyl to the US and now that they did. He played …
So Putin lied …. I mean Putins Bit ch lied about imposing tariffs if Canada and Mexico didn’t do something about the flow of fentanyl to the US and now that they did. He played them both ?.
Makes an unsubstantiated claim that Putin manipulated Canada and Mexico regarding tariff threats and fentanyl policy without evidence.
@GoldenSte Mar 4, 2025
Yes it doesn’t make sense , Putin suport and against allies
Yes it doesn’t make sense , Putin suport and against allies
Asserts without evidence that a political figure supports Putin and opposes allies, a conspiracy-adjacent claim.
@davidgg8462 Mar 4, 2025
That "safehouse" look like student dormitory. Looks like international students running businesses
That "safehouse" look like student dormitory. Looks like international students running businesses
Makes unsubstantiated claims about international students running illegal businesses from a safehouse.
VinegarMoneyGrows Jan 27, 2026
Canada joining the EU will be amazing. ??
Canada joining the EU will be amazing. ??
Makes a factual assertion ('Canada joining the EU') that is geopolitically implausible and presented without evidence or context.
@grish1u927 Mar 4, 2025
Thanks Chump! ? \nChump is a Russian asset!
Thanks Chump! ? \nChump is a Russian asset!
Makes an unsubstantiated claim that Trump is a Russian asset, presented with sarcastic tone.
@SethKettlebell Mar 4, 2025
More fentanyl comes from china than anywhere else
More fentanyl comes from china than anywhere else
Asserts a specific factual claim about fentanyl sources without providing supporting evidence.
@ZoeFluidArt Mar 4, 2025
That blue statue is that of Shiva Hindoos worship the ling (d! Ck) of shiva with hindu women and men massaging it with milk and honey during worship.
That blue statue is that of Shiva Hindoos worship the ling (d! Ck) of shiva with hindu women and men massaging it with milk and honey during worship.
Provides crude, misleading religious commentary designed to mock Hindu worship practices with vulgar mischaracterization.
sounakbanerjee1892 Jan 27, 2026
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
It's bc Trump OWES HIS SOUL TO VCOMPANY STORE.... ?
It's bc Trump OWES HIS SOUL TO VCOMPANY STORE.... ?
Makes an unsubstantiated conspiracy claim that Trump is controlled by corporate interests without evidence.
@carol-h7s Mar 4, 2025
Dude is on crack if he thinks i'm gonna believe his numbers.??
Dude is on crack if he thinks i'm gonna believe his numbers.??
Dismissal of presented statistics as false without providing evidence or alternative data.
@jasonpierce1980 Mar 4, 2025
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Category Distribution

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Classifier Confidence

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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)